Last updated: 2021-08-18

Checks: 7 0

Knit directory: emlr_mod_v_XXX/

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1 Required data

Required are:

  • cleaned and prepared GLODAP-based synthetic model subsetting file
GLODAP <-
  read_csv(paste(path_version_data,
                 "GLODAPv2.2020_MLR_fitting_ready.csv",
                 sep = ""))

2 Predictor combinations

Find all possible combinations of following considered predictor variables:

  • sal, temp, aou, nitrate, silicate, phosphate, phosphate_star
# the following code is a workaround to find all predictor combinations
# using the olsrr package and fit all models for one era, slab, and basin

i_basin <- unique(GLODAP$basin)[1]
i_era   <- unique(GLODAP$era)[1]

# subset one basin and era for fitting
GLODAP_basin_era <- GLODAP %>%
  filter(basin == i_basin, era == i_era)

i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
print(i_gamma_slab)

# subset one gamma slab
GLODAP_basin_era_slab <- GLODAP_basin_era %>%
  filter(gamma_slab == i_gamma_slab)

# fit the full linear model, i.e. all predictor combinations
lm_full <- lm(paste(
  params_local$MLR_target,
  paste(params_local$MLR_predictors, collapse = " + "),
  sep = " ~ "
),
data = GLODAP_basin_era_slab)

# fit linear models for all possible predictor combinations
# unfortunately, this functions does not provide model coefficients (yet)
lm_all <- ols_step_all_possible(lm_full)

# convert to tibble
lm_all <- as_tibble(lm_all)

# extract relevant columns and format model formula
lm_all <- lm_all %>% 
  select(n, predictors) %>%
  mutate(lm_coeff = str_replace_all(predictors, " ", " + "),
         lm_coeff = paste(params_local$MLR_target, "~", lm_coeff))

# remove certain predictor combinations
lm_rm_si <- lm_all %>%
  filter(str_detect(lm_coeff, "silicate_star")) %>%
  mutate(lm_coeff_filter = str_remove(lm_coeff, "silicate_star")) %>%
  filter(str_detect(lm_coeff_filter, "silicate") &
           str_detect(lm_coeff_filter, "nitrate")) %>%
  select(-lm_coeff_filter)

lm_rm_ph <- lm_all %>%
  filter(str_detect(lm_coeff, "phosphate_star")) %>%
  mutate(lm_coeff_filter = str_remove(lm_coeff, "phosphate_star")) %>%
  filter(str_detect(lm_coeff_filter, "phosphate") &
           str_detect(lm_coeff_filter, "oxygen")) %>%
  select(-lm_coeff_filter)

lm_rm <- bind_rows(lm_rm_ph, lm_rm_si) %>%
  unique()

lm_all <- anti_join(lm_all, lm_rm)

# remove temp sal predictor combination
# lm_all <- lm_all %>%
# # filter(!(
# #   str_detect(lm_coeff, "temp") &
# #     str_detect(lm_coeff, "phosphate_star")
# # )) %>%
# mutate(lm_coeff_filter = str_remove(lm_coeff, "phosphate_star")) %>%
# filter(!(str_detect(lm_coeff_filter, "nitrate") &
#            str_detect(lm_coeff_filter, "phosphate")
# )) %>%
# filter(!(
#   str_detect(lm_coeff_filter, "temp") &
#     str_detect(lm_coeff_filter, "sal")
# )) %>%
# # filter(!(
# #   str_detect(lm_coeff_filter, "oxygen") &
# #     str_detect(lm_coeff_filter, "aou")
# # )) %>%
# select(-lm_coeff_filter)

# remove helper objects
rm(
  i_gamma_slab,
  i_era,
  i_basin,
  GLODAP_basin_era,
  GLODAP_basin_era_slab,
  lm_full,
  lm_rm_ph,
  lm_rm_si,
  lm_rm_o2,
  lm_rm
)

# lm_full <- lm(paste(
#   params_local$MLR_target,
#   paste(params_local$MLR_predictors, collapse = " + "),
#   sep = " ~ "
# ),
# data = GLODAP_basin_era_slab)
# 
# lm_full <-
#   loess(
#     cstar_tref ~ sal + temp + aou + phosphate,
#     span = 0.1,
#     degree = 1,
#     data = GLODAP_basin_era_slab
#   )

3 Apply predictor threshold

Select combinations with a total number of predictors in the range:

  • Minimum: 2
  • Maximum: 5
lm_all <- lm_all %>% 
  filter(n >= params_local$MLR_predictors_min,
         n <= params_local$MLR_predictors_max)

This results in a total number of MLR models of:

  • 112

4 Fit all models

Individual linear regression models were fitted for the chosen target variable:

  • cstar_tref

as a function of each predictor combination. Fitting was performed separately within each basin, era, and slab. Model diagnostics, such as the root mean squared error (RMSE), were calculated for each fitted model.

# loop across all basins, era, gamma slabs, and MLRs
# fit all MLR models
for (i_basin in unique(GLODAP$basin)) {
  for (i_era in unique(GLODAP$era)) {
    #i_basin <- unique(GLODAP$basin)[1]
    #i_era   <- unique(GLODAP$era)[1]
    print(i_basin)
    print(i_era)
    
    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin, era == i_era)
    
    for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
      #i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
      print(i_gamma_slab)
      
      GLODAP_basin_era_slab <- GLODAP_basin_era %>%
        filter(gamma_slab == i_gamma_slab)
      
      # number of observations used for each fitting model
      i_nr_obs = nrow(GLODAP_basin_era_slab)
      
      for (i_predictors in unique(lm_all$predictors)) {
        #i_predictors <- unique(lm_all$predictors)[100]
        
        # extract one model definition
        i_lm <- lm_all %>%
          filter(predictors == i_predictors) %>%
          select(lm_coeff) %>%
          pull()
        
        # extract number of predictors
        i_n_predictors <- lm_all %>%
          filter(predictors == i_predictors) %>%
          select(n) %>%
          pull()
        
        if (i_nr_obs > i_n_predictors) {
          # fit model
          if (params_local$MLR_type == "rlm") {
            i_lm_fit <- MASS::rlm(as.formula(i_lm),
                                  data = GLODAP_basin_era_slab)
          }
          
          if (params_local$MLR_type == "lm") {
            i_lm_fit <- lm(as.formula(i_lm),
                           data = GLODAP_basin_era_slab)
          }
          
          # find max predictor correlation
          i_cor_max <- GLODAP_basin_era_slab %>%
            select(!!!syms(str_split(i_predictors, " ",
                                     simplify = TRUE))) %>%
            correlate(quiet = TRUE) %>%
            select(-term) %>%
            abs() %>%
            max(na.rm = TRUE)
          
          # calculate root mean squared error
          i_rmse <- sqrt(c(crossprod(i_lm_fit$residuals)) /
                           length(i_lm_fit$residuals))
          
          # calculate maximum residual
          i_resid_max <- max(abs(i_lm_fit$residuals))
          
          # calculate Akaike information criterion aic
          i_aic <- AIC(i_lm_fit)
          
          # calculate max VIF
          if (is.na(max(i_lm_fit$coefficients))) {
            i_vif_max <- as.double("NA")
          } else{
            i_vif_max <- max(vif(i_lm_fit))
          }
          
          # collect model coefficients and diagnostics
          coefficients <- tidy(i_lm_fit)
          
          coefficients <- coefficients %>%
            mutate(
              basin = i_basin,
              era = i_era,
              gamma_slab = i_gamma_slab,
              model = i_lm,
              nr_obs = i_nr_obs,
              rmse = i_rmse,
              aic = i_aic,
              vif_max = i_vif_max,
              resid_max = i_resid_max,
              n_predictors = i_n_predictors,
              na_predictor = anyNA(coefficients$estimate),
              cor_max = i_cor_max
            )
          
          if (exists("lm_all_fitted")) {
            lm_all_fitted <- bind_rows(lm_all_fitted, coefficients)
          }
          
          if (!exists("lm_all_fitted")) {
            lm_all_fitted <- coefficients
          }
        }
      }
    }
  }
}

rm(
  i_lm_fit,
  coefficients,
  i_rmse,
  GLODAP_basin_era,
  GLODAP_basin_era_slab,
  i_lm,
  i_basin,
  i_era,
  i_gamma_slab,
  i_nr_obs,
  i_predictors,
  i_aic,
  i_vif_max,
  i_n_predictors,
  i_resid_max
)

5 Prepare coeffcients

Coefficients are prepared for the mapping of Cant and the chosen target variable.

5.1 Formatting

# lm_all_fitted <- lm_all_fitted_1

# lm_all_fitted <-
#   read_csv(paste(path_version_data,
#                   "lm_all_fitted.csv",
#                   sep = ""))

# select relevant columns
lm_all_fitted <- lm_all_fitted %>%
  select(
    basin,
    gamma_slab,
    era,
    model,
    nr_obs,
    n_predictors,
    term,
    estimate,
    rmse,
    aic,
    vif_max,
    resid_max,
    na_predictor,
    cor_max
  )

# set coefficient to zero if not fitted (=NA)
lm_all_fitted <- lm_all_fitted %>%
  mutate(estimate = if_else(is.na(estimate), 0, estimate))

# Prepare model coefficients for mapping of target variable
lm_all_fitted_wide <- lm_all_fitted %>%
  pivot_wider(
    values_from = estimate,
    names_from = term,
    names_prefix = "coeff_",
    values_fill = 0
  )

5.2 Predictor selection

Within each basin and slab, the following number of best linear regression models was selected:

  • 10

The criterion used to select the best models was:

  • rmse

The criterion was summed up for two adjacent eras, and the models with lowest summed values were selected.

Please note, that currently the lm() function produces NAs for some predictors. It is not yet entirely clear when this happens, but presumably it is caused by some form of collinearity between predictors, such that including another predictor does not help to explain the target variable any better. The issues also expresses as exactly identical rmse values of different models. As an interim solution, models with fitted NA predictors were not included.

# remove models with predictors fitted as NA
lm_all_fitted_wide <- lm_all_fitted_wide %>%
  filter(na_predictor == FALSE)

5.3 VIF threshold

To avoid multicollinearity among predictors, models were excluded with a VIF above:

  • 1000

After removing models affected by multicollinearity, the targeted number of MLRs (10) was undercut in following fitting units:

# remove models with predictors fitted as NA
lm_all_fitted_wide <- lm_all_fitted_wide %>%
  filter(vif_max <= params_local$vif_max)

# lm_all_fitted_wide_check <- lm_all_fitted_wide %>%
#   group_by(era, basin, gamma_slab) %>% 
#   count() 
#   filter(n < params_local$MLR_number)
# calculate RMSE sum for adjacent eras
lm_all_fitted_wide_eras <- lm_all_fitted_wide %>%
  select(basin, gamma_slab, n_predictors, model, era, nr_obs, rmse, aic, vif_max, resid_max) %>%
  arrange(era) %>%
  group_by(basin, gamma_slab, model) %>%
  mutate(
    eras = paste(lag(era), era, sep = " --> "),
    rmse_sum = rmse + lag(rmse),
    rmse_lag = lag(rmse),
    aic_sum = aic + lag(aic),
    vif_max_sum = vif_max + lag(vif_max)
  ) %>%
  ungroup() %>%
  select(-c(era)) %>%
  drop_na() %>%
  filter(eras != "1982-1999 --> 2010-2019",
         eras != "1982-1999 --> 2008-2019")

# filter tripairs
lm_all_fitted_wide_eras <- lm_all_fitted_wide_eras %>%
  mutate(rmse = round(rmse, digits = 7), rmse_lag = round(rmse_lag, digits = 7)) %>%
  group_by(basin, gamma_slab, eras, rmse) %>%
  sample_n(1) %>%
  ungroup()

# calculate rank for each era
lm_all_fitted_wide_eras <- lm_all_fitted_wide_eras %>%
  group_by(eras, basin, gamma_slab) %>% 
  mutate(rank = rank(rmse, ties.method="first"),
         rank_sum = rank + rank(rmse_lag, ties.method="first")) %>%
  ungroup()

# subset models with lowest summed criterion
# chose which criterion is applied

if (params_local$MLR_criterion == "aic") {
  lm_best <- lm_all_fitted_wide_eras %>%
    group_by(basin, gamma_slab, eras) %>%
    slice_min(order_by = aic_sum,
              with_ties = FALSE,
              n = params_local$MLR_number) %>%
    ungroup() %>%
    arrange(basin, gamma_slab, eras, aic_sum)
} else if (params_local$MLR_criterion == "rmse") {
  lm_best <- lm_all_fitted_wide_eras %>%
    group_by(basin, gamma_slab, eras) %>%
    slice_min(order_by = rmse_sum,
              with_ties = FALSE,
              n = params_local$MLR_number) %>%
    ungroup() %>%
    arrange(basin, gamma_slab, eras, rmse_sum)
} else {
  lm_best <- lm_all_fitted_wide_eras %>%
    group_by(basin, gamma_slab, eras) %>%
    slice_min(order_by = rank_sum,
              with_ties = FALSE,
              n = params_local$MLR_number) %>%
    ungroup() %>%
    arrange(basin, gamma_slab, eras, rank_sum)
}

5.4 RMSE tables

5.4.1 per model

lm_best %>%
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab n_predictors model nr_obs rmse aic vif_max resid_max eras rmse_sum rmse_lag aic_sum vif_max_sum rank rank_sum
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 113 1.8702640 476.1741 354.074761 5.128574 1982-1999 –> 2000-2009 2.9940084 1.1237444 677.5179 397.498933 1 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 113 2.2025553 513.1338 228.274959 5.769325 1982-1999 –> 2000-2009 3.2523648 1.0498095 706.1746 248.156617 5 9
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 113 2.2480044 517.7498 434.547569 6.062632 1982-1999 –> 2000-2009 3.2828537 1.0348493 709.0395 446.926784 10 12
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 113 2.2232315 515.2455 206.675635 6.329181 1982-1999 –> 2000-2009 3.3948289 1.1715975 721.6769 329.909142 6 19
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 113 2.3624087 528.9682 346.510804 6.437126 1982-1999 –> 2000-2009 3.4027429 1.0403343 720.9028 363.046873 15 18
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 113 2.4296073 535.3070 332.450202 5.602892 1982-1999 –> 2000-2009 3.4568020 1.0271947 725.6909 351.049921 21 22
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 113 2.4001566 532.5508 270.004604 5.832038 1982-1999 –> 2000-2009 3.5295651 1.1294085 734.5080 351.360451 19 30
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 113 2.4089753 533.3796 141.947781 8.326064 1982-1999 –> 2000-2009 3.6228554 1.2138801 744.1364 401.240276 20 34
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + silicate 113 2.4713434 537.1563 56.439394 7.703097 1982-1999 –> 2000-2009 3.7100290 1.2386857 748.3810 62.098347 24 39
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + silicate + phosphate 113 2.2480535 515.7547 42.388942 6.058809 1982-1999 –> 2000-2009 3.8017548 1.5537013 754.6233 50.878029 11 31
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 58 0.6660142 131.4493 119.407051 2.495730 2000-2009 –> 2010-2019 2.5362782 1.8702640 607.6234 473.481812 16 17
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 58 0.5997167 119.2863 103.044884 3.175248 2000-2009 –> 2010-2019 2.8229481 2.2232315 634.5318 309.720519 5 11
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 58 0.6615272 130.6652 37.700230 2.475243 2000-2009 –> 2010-2019 2.8640825 2.2025553 643.7990 265.975189 15 20
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 58 0.6578455 130.0178 33.028133 2.458526 2000-2009 –> 2010-2019 2.9058499 2.2480044 647.7676 467.575701 13 23
Atlantic (-Inf,26] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 58 0.6383206 126.5228 101.539104 3.350427 2000-2009 –> 2010-2019 2.9829465 2.3446259 653.7833 454.803544 10 24
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 58 0.5856762 116.5382 218.226307 3.012828 2000-2009 –> 2010-2019 2.9946515 2.4089753 649.9179 360.174088 1 21
Atlantic (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 58 0.6026448 119.8513 274.765784 2.745887 2000-2009 –> 2010-2019 3.0028014 2.4001566 652.4021 544.770388 7 26
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 58 0.5860599 116.6142 32.121738 3.116760 2000-2009 –> 2010-2019 3.0156672 2.4296073 651.9212 364.571940 2 23
Atlantic (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 58 0.6601421 130.4221 32.918911 2.468684 2000-2009 –> 2010-2019 3.0225508 2.3624087 659.3902 379.429715 14 29
Atlantic (-Inf,26] 4 cstar_tref ~ sal + temp + aou + silicate 58 0.6969419 134.7147 4.044677 2.506694 2000-2009 –> 2010-2019 3.1682852 2.4713434 671.8710 60.484071 26 50
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 234 3.8764286 1312.1631 173.146806 9.606280 1982-1999 –> 2000-2009 6.9864529 3.1100243 3389.4469 469.553828 1 3
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 234 4.0159657 1328.7133 173.496848 10.207880 1982-1999 –> 2000-2009 7.0800931 3.0641274 3393.9840 463.874615 5 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 234 3.9919738 1325.9090 11.862042 10.140823 1982-1999 –> 2000-2009 7.1992636 3.2072898 3428.0758 28.242416 2 8
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 234 4.0050777 1327.4427 9.498563 10.327254 1982-1999 –> 2000-2009 7.2216162 3.2165385 3431.9361 20.216869 4 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 234 4.0330269 1330.6973 8.577955 10.534232 1982-1999 –> 2000-2009 7.2718769 3.2388500 3440.7760 21.543000 6 15
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 234 4.1286286 1341.6616 10.797126 10.610780 1982-1999 –> 2000-2009 7.2855594 3.1569308 3431.0410 24.533755 7 10
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 234 4.1511388 1344.2063 9.535129 10.737800 1982-1999 –> 2000-2009 7.3250166 3.1738778 3437.9116 20.031093 8 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 234 4.1583381 1345.0173 8.835088 10.686628 1982-1999 –> 2000-2009 7.3402071 3.1818690 3440.7544 19.128681 9 14
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 234 3.9967085 1326.4637 57.430161 10.722778 1982-1999 –> 2000-2009 7.4012268 3.4045184 3476.8497 114.931658 3 13
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 234 4.2195141 1351.8522 9.514806 10.735852 1982-1999 –> 2000-2009 7.4298930 3.2103789 3454.7968 20.248212 11 18
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 367 3.2323894 1916.6455 258.703180 11.346938 2000-2009 –> 2010-2019 7.1088180 3.8764286 3228.8087 431.849987 1 2
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 367 3.2693354 1924.9875 11.405204 11.469014 2000-2009 –> 2010-2019 7.2613092 3.9919738 3250.8965 23.267246 3 5
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 367 3.2702578 1925.1946 67.427605 11.462573 2000-2009 –> 2010-2019 7.2669662 3.9967085 3251.6583 124.857766 4 7
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 367 3.2690245 1924.9177 9.185522 11.482554 2000-2009 –> 2010-2019 7.2741022 4.0050777 3252.3604 18.684085 2 6
Atlantic (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 367 3.2827991 1928.0041 258.644315 12.638261 2000-2009 –> 2010-2019 7.2987648 4.0159657 3256.7173 432.141163 7 12
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 367 3.2766064 1926.6182 9.796421 11.475763 2000-2009 –> 2010-2019 7.3096334 4.0330269 3257.3154 18.374376 6 12
Atlantic (26,26.5] 4 cstar_tref ~ sal + temp + aou + nitrate 367 3.2705575 1923.2619 7.599152 11.354290 2000-2009 –> 2010-2019 7.4395438 4.1689863 3267.4760 14.610391 5 15
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 367 3.3113842 1934.3677 13.059038 12.710500 2000-2009 –> 2010-2019 7.4400127 4.1286286 3276.0294 23.856164 8 15
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 367 3.3134121 1934.8171 9.197077 12.719618 2000-2009 –> 2010-2019 7.4645509 4.1511388 3279.0234 18.732206 9 17
Atlantic (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 367 3.3151547 1935.2030 8.435644 12.708674 2000-2009 –> 2010-2019 7.4734929 4.1583381 3280.2203 17.270733 10 19
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 389 2.5406992 1843.3720 74.865999 7.519687 1982-1999 –> 2000-2009 5.4130729 2.8723737 4410.6197 124.965658 3 16
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 389 2.6455560 1874.8358 94.679204 8.416073 1982-1999 –> 2000-2009 5.4221643 2.7766083 4407.0899 165.905640 6 10
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 389 2.5140365 1835.1643 75.111235 7.934672 1982-1999 –> 2000-2009 5.4232113 2.9091749 4415.5502 125.440427 1 16
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 389 2.6807156 1885.1074 73.344582 8.467498 1982-1999 –> 2000-2009 5.4287912 2.7480756 4406.7016 143.094909 8 11
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 389 2.5199733 1836.9994 74.679619 8.089070 1982-1999 –> 2000-2009 5.4418390 2.9218657 4421.8774 125.214581 2 18
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 389 2.7693961 1910.4278 84.223847 8.481500 1982-1999 –> 2000-2009 5.4858172 2.7164211 4420.0657 154.695587 12 14
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 389 2.6070684 1863.4343 86.174101 7.186605 1982-1999 –> 2000-2009 5.5701741 2.9631056 4462.7764 159.131720 4 22
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 389 2.7247926 1897.7954 77.262299 7.597738 1982-1999 –> 2000-2009 5.5912777 2.8664851 4462.9253 132.142921 11 22
Atlantic (26.5,26.75] 4 cstar_tref ~ sal + aou + silicate + phosphate 389 2.6078582 1861.6699 10.091969 7.230526 1982-1999 –> 2000-2009 5.6367610 3.0289028 4481.6774 24.783389 5 25
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 389 2.7162664 1893.3571 4.030074 8.802176 1982-1999 –> 2000-2009 5.6666850 2.9504186 4486.2711 6.924466 10 27
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 464 4.2667218 2677.1599 58.086925 11.615654 2000-2009 –> 2010-2019 6.9915144 2.7247926 4574.9553 135.349225 3 14
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 464 4.3812784 2701.7470 104.767815 11.196612 2000-2009 –> 2010-2019 7.0268345 2.6455560 4576.5828 199.447019 7 13
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 464 4.4973688 2726.0160 51.642890 11.943199 2000-2009 –> 2010-2019 7.0380680 2.5406992 4569.3880 126.508888 14 17
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 464 4.5299332 2732.7112 52.302805 12.273661 2000-2009 –> 2010-2019 7.0439696 2.5140365 4567.8755 127.414040 16 17
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 464 4.3669911 2698.7159 98.766101 10.909202 2000-2009 –> 2010-2019 7.0477067 2.6807156 4583.8232 172.110682 6 14
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 464 4.5360593 2733.9654 52.441846 12.310092 2000-2009 –> 2010-2019 7.0560327 2.5199733 4570.9648 127.121466 17 19
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 464 4.2463231 2672.7126 58.400413 11.173199 2000-2009 –> 2010-2019 7.1083907 2.8620675 4608.7482 133.959445 2 19
Atlantic (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 464 4.3598236 2697.1915 101.931042 10.761671 2000-2009 –> 2010-2019 7.1292197 2.7693961 4607.6192 186.154889 4 16
Atlantic (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 464 4.2427922 2671.9406 57.654964 11.050931 2000-2009 –> 2010-2019 7.2191025 2.9763104 4638.4272 133.519828 1 20
Atlantic (26.5,26.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 464 4.4072883 2705.2399 27.401518 11.555455 2000-2009 –> 2010-2019 7.2416521 2.8343638 4631.7081 51.715368 12 26
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 603 2.2027241 2677.6118 48.741016 10.604412 1982-1999 –> 2000-2009 3.8476282 1.6449041 6965.6758 91.913291 1 3
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 603 2.2061872 2679.5064 123.825389 8.045130 1982-1999 –> 2000-2009 3.8604706 1.6542834 6980.2498 199.039478 2 5
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 603 2.2946318 2726.9102 173.778055 9.736296 1982-1999 –> 2000-2009 3.8731511 1.5785194 6923.1098 371.441045 8 9
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 603 2.2125844 2682.9983 117.809855 7.422109 1982-1999 –> 2000-2009 3.9128377 1.7002533 7044.8645 192.953455 3 9
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 603 2.2500036 2703.2236 48.608974 10.676789 1982-1999 –> 2000-2009 3.9461074 1.6961038 7059.6408 91.784796 5 10
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 603 2.2324462 2693.7760 131.281784 7.088958 1982-1999 –> 2000-2009 3.9641482 1.7317020 7096.5124 206.521796 4 12
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 603 2.2755814 2716.8560 48.640531 10.667842 1982-1999 –> 2000-2009 3.9935414 1.7179600 7101.8256 91.817249 6 13
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 603 2.3172648 2736.7472 66.631381 11.923004 1982-1999 –> 2000-2009 4.0101530 1.6928882 7086.9325 218.982685 10 14
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 603 2.2793178 2716.8346 18.564909 11.838365 1982-1999 –> 2000-2009 4.0465121 1.7671943 7162.8142 50.064033 7 16
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 603 2.3153910 2735.7716 3.907343 11.826540 1982-1999 –> 2000-2009 4.1305329 1.8151419 7241.4495 10.062928 9 19
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 873 2.4951514 4087.9207 98.225751 10.324191 2000-2009 –> 2010-2019 4.7013386 2.2061872 6767.4271 222.051140 2 4
Atlantic (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 873 2.4270365 4039.5942 270.867702 9.744290 2000-2009 –> 2010-2019 4.7216682 2.2946318 6766.5043 444.645757 1 9
Atlantic (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 873 2.5151472 4101.8572 97.435244 10.466575 2000-2009 –> 2010-2019 4.7277315 2.2125844 6784.8555 215.245099 3 6
Atlantic (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 873 2.5581855 4131.4814 100.966816 10.621590 2000-2009 –> 2010-2019 4.7906318 2.2324462 6825.2574 232.248600 4 8
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 873 2.9078260 4355.1571 30.135850 14.115432 2000-2009 –> 2010-2019 5.1105501 2.2027241 7032.7689 78.876866 6 7
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 873 2.9411227 4375.0364 30.241636 14.229345 2000-2009 –> 2010-2019 5.1911263 2.2500036 7078.2601 78.850610 8 13
Atlantic (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 873 2.9526717 4381.8791 30.252835 14.244691 2000-2009 –> 2010-2019 5.2282531 2.2755814 7098.7350 78.893366 10 16
Atlantic (26.75,27] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 873 2.7354734 4248.4744 112.284434 8.940963 2000-2009 –> 2010-2019 5.2444141 2.5089407 7083.0662 253.607406 5 18
Atlantic (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 873 3.0369127 4428.9959 200.097279 14.513261 2000-2009 –> 2010-2019 5.3541776 2.3172648 7165.7431 266.728660 11 21
Atlantic (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 873 3.1408398 4487.7466 22.398582 14.932533 2000-2009 –> 2010-2019 5.4201577 2.2793178 7204.5812 40.963492 14 21
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 967 2.1077974 4200.3017 158.594486 6.452832 1982-1999 –> 2000-2009 3.5751767 1.4673793 9109.6651 318.781468 2 7
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 967 2.0514580 4147.9043 115.595359 5.801716 1982-1999 –> 2000-2009 3.5753166 1.5238585 9159.8445 261.205764 1 8
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 967 2.2444779 4321.8138 55.880958 10.854427 1982-1999 –> 2000-2009 3.6107049 1.3662270 9037.1865 82.199697 5 7
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 967 2.2356324 4314.1768 53.666047 10.922616 1982-1999 –> 2000-2009 3.6261050 1.3904727 9077.3263 79.990237 4 7
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 967 2.3407908 4403.0725 56.480160 10.559847 1982-1999 –> 2000-2009 3.6907240 1.3499332 9085.8592 145.507344 11 12
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 967 2.3321505 4395.9205 353.472299 10.311896 1982-1999 –> 2000-2009 3.7248047 1.3926542 9163.3278 1110.625175 10 14
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 967 2.2515138 4327.8669 122.729238 6.098299 1982-1999 –> 2000-2009 3.7795572 1.5280433 9347.2556 262.167147 6 14
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 967 2.3415895 4401.7323 56.226839 10.487566 1982-1999 –> 2000-2009 3.8143187 1.4727292 9318.9799 139.510746 12 18
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 967 2.2841108 4355.6663 119.756735 6.236487 1982-1999 –> 2000-2009 3.8611193 1.5770085 9460.7220 262.871985 8 17
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 967 2.4269809 4473.0045 55.893874 13.811083 1982-1999 –> 2000-2009 4.0916462 1.6646652 9724.9804 82.428174 14 24
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1287 2.1506581 5637.4498 284.361521 8.049067 2000-2009 –> 2010-2019 4.2584555 2.1077974 9837.7515 442.956007 1 3
Atlantic (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1287 2.2933791 5802.8355 236.028532 7.255217 2000-2009 –> 2010-2019 4.3448371 2.0514580 9950.7398 351.623891 4 5
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1287 2.2770326 5784.4231 124.659518 7.954118 2000-2009 –> 2010-2019 4.4643638 2.1873312 10056.3576 200.877013 3 6
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1287 2.2243637 5724.1859 289.655862 8.009101 2000-2009 –> 2010-2019 4.4932228 2.2688591 10066.8950 477.658848 2 9
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1287 2.3684408 5885.7326 59.933563 12.679921 2000-2009 –> 2010-2019 4.6040732 2.2356324 10199.9094 113.599610 9 13
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1287 2.3613854 5878.0533 59.887506 12.618868 2000-2009 –> 2010-2019 4.6058633 2.2444779 10199.8671 115.768464 8 13
Atlantic (27,27.25] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 1287 2.3481315 5863.5654 629.253535 12.339550 2000-2009 –> 2010-2019 4.6802819 2.3321505 10259.4859 982.725834 5 15
Atlantic (27,27.25] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1287 2.3502905 5865.9310 87.950691 12.288211 2000-2009 –> 2010-2019 4.6910813 2.3407908 10269.0035 144.430851 6 17
Atlantic (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1287 2.4448224 5967.4330 203.507492 7.874197 2000-2009 –> 2010-2019 4.6963362 2.2515138 10295.2999 326.236730 11 17
Atlantic (27,27.25] 4 cstar_tref ~ sal + aou + silicate + phosphate 1287 2.3577612 5872.0998 79.054349 12.689458 2000-2009 –> 2010-2019 4.6993507 2.3415895 10273.8321 135.281188 7 19
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1773 3.0695299 9022.4817 215.855318 14.257242 1982-1999 –> 2000-2009 5.0803407 2.0108107 17231.1158 693.069216 1 2
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1773 3.4257936 9411.8634 153.203147 11.225919 1982-1999 –> 2000-2009 5.5487934 2.1229997 17830.6079 443.176424 6 8
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1773 3.4065800 9391.9197 199.083451 12.077748 1982-1999 –> 2000-2009 5.5878274 2.1812474 17915.4128 662.170217 5 8
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1773 3.3576681 9340.6369 43.485929 10.984043 1982-1999 –> 2000-2009 5.5993521 2.2416840 17969.8990 100.638768 3 7
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1773 3.2855544 9263.6486 238.579143 14.996791 1982-1999 –> 2000-2009 5.6510201 2.3654657 18100.9137 823.247358 2 8
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 1773 3.4298929 9414.1040 32.422030 11.382383 1982-1999 –> 2000-2009 5.6912802 2.2613873 18075.2329 89.560015 7 12
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1773 3.3882831 9370.8226 191.592039 16.707190 1982-1999 –> 2000-2009 5.7836592 2.3953761 18254.7155 637.349177 4 12
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1773 3.4769582 9464.4317 180.235704 12.050999 1982-1999 –> 2000-2009 5.8694041 2.3924459 18345.5877 546.479260 8 15
Atlantic (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1773 3.6516434 9636.2548 147.801361 13.741044 1982-1999 –> 2000-2009 6.0847496 2.4331062 18580.6298 433.559952 13 22
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1773 3.6486042 9635.3023 216.308283 12.635913 1982-1999 –> 2000-2009 6.1138948 2.4652906 18632.5329 720.543136 12 22
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1998 3.6073293 10810.8173 482.818222 10.101954 2000-2009 –> 2010-2019 6.6768593 3.0695299 19833.2990 698.673540 11 12
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1998 3.6164531 10820.9114 691.104551 12.214512 2000-2009 –> 2010-2019 6.9020076 3.2855544 20084.5600 929.683695 13 15
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1998 3.5708806 10770.2360 55.233117 10.428739 2000-2009 –> 2010-2019 6.9285487 3.3576681 20110.8729 98.719047 8 11
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1998 3.5194440 10712.2573 740.529024 10.376850 2000-2009 –> 2010-2019 7.0620006 3.5425566 20242.9667 996.448128 4 13
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1998 3.5268625 10720.6714 466.285299 10.923955 2000-2009 –> 2010-2019 7.0769882 3.5501257 20258.9492 627.090248 5 15
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1998 3.6230038 10828.1430 483.310003 11.665935 2000-2009 –> 2010-2019 7.0999620 3.4769582 20292.5747 663.545707 14 22
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1998 3.4438387 10625.4791 50.557404 12.519004 2000-2009 –> 2010-2019 7.1183554 3.6745166 20285.8761 95.850162 1 15
Atlantic (27.25,27.5] 4 cstar_tref ~ sal + aou + nitrate + silicate 1998 3.6085448 10810.1635 55.093887 10.678505 2000-2009 –> 2010-2019 7.1590027 3.5504580 20346.7732 87.491352 12 23
Atlantic (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1998 3.7751410 10992.5156 460.536258 10.833790 2000-2009 –> 2010-2019 7.1817210 3.4065800 20384.4352 659.619709 28 33
Atlantic (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1998 3.4580528 10641.9382 50.440163 12.924993 2000-2009 –> 2010-2019 7.2204148 3.7623620 20386.1108 96.349389 2 18
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3379 2.2784813 15168.4612 18.864874 12.418748 1982-1999 –> 2000-2009 3.9117804 1.6332991 29355.0707 34.371206 1 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3379 2.2795066 15171.5016 19.394744 12.926746 1982-1999 –> 2000-2009 3.9125400 1.6330334 29356.9037 35.735957 2 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3379 2.2798986 15172.6638 18.149224 12.756885 1982-1999 –> 2000-2009 3.9126514 1.6327527 29356.7901 34.189909 3 5
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3379 2.3127989 15269.4886 26.669177 11.438279 1982-1999 –> 2000-2009 3.9451159 1.6323170 29451.6340 61.076344 7 8
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3379 2.3266738 15309.9101 393.410706 11.283537 1982-1999 –> 2000-2009 4.0019232 1.6752494 29684.7421 1037.322887 8 14
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3379 2.2940028 15212.3422 17.791348 12.159574 1982-1999 –> 2000-2009 4.0593884 1.7653856 29974.1397 32.239580 5 13
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3379 2.2936421 15211.2795 17.629267 12.359015 1982-1999 –> 2000-2009 4.0605911 1.7669490 29979.6470 31.606842 4 13
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 3379 2.2995524 15228.6713 18.392297 11.645993 1982-1999 –> 2000-2009 4.0728751 1.7733227 30023.7630 32.668196 6 16
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + phosphate 3379 2.3282676 15312.5379 17.581679 10.770599 1982-1999 –> 2000-2009 4.0794562 1.7511886 30014.4074 31.372713 9 16
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3379 2.4765548 15729.8034 17.564499 15.676124 1982-1999 –> 2000-2009 4.1139409 1.6373861 29932.9616 32.703682 13 18
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3894 2.0654464 16713.6909 795.912461 12.255116 2000-2009 –> 2010-2019 4.3880931 2.3226467 32011.8938 1405.667861 2 12
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3894 2.1042550 16858.6655 918.549644 12.767408 2000-2009 –> 2010-2019 4.3981218 2.2938667 32072.6068 1645.687796 3 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 3894 2.0646350 16710.6308 996.900221 12.886775 2000-2009 –> 2010-2019 4.4007870 2.3361520 32048.0151 1766.994305 1 14
Atlantic (27.5,27.75] 4 cstar_tref ~ sal + aou + nitrate + phosphate 3894 2.1116253 16883.8958 758.168164 12.465133 2000-2009 –> 2010-2019 4.4603899 2.3487646 32255.6674 1337.510325 4 20
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3894 2.2037908 17218.6070 562.469899 12.898500 2000-2009 –> 2010-2019 4.4974287 2.2936379 32431.8740 1019.728563 5 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3894 2.2297044 17309.6491 19.784728 11.933447 2000-2009 –> 2010-2019 4.5092110 2.2795066 32481.1507 39.179472 7 9
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3894 2.2333601 17322.4076 20.002624 11.877472 2000-2009 –> 2010-2019 4.5132587 2.2798986 32495.0713 38.151848 8 11
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3894 2.2624544 17423.2078 19.906606 12.121452 2000-2009 –> 2010-2019 4.5409357 2.2784813 32591.6690 38.771480 9 10
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3894 2.2866896 17506.1884 631.385771 14.315839 2000-2009 –> 2010-2019 4.6133634 2.3266738 32816.0984 1024.796477 10 21
Atlantic (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3894 2.3077027 17577.4281 31.408264 15.175702 2000-2009 –> 2010-2019 4.6205016 2.3127989 32846.9167 58.077441 11 20
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1320 1.1757566 4187.4450 30.358157 12.499419 1982-1999 –> 2000-2009 2.0110421 0.8352856 7355.8293 66.578929 1 2
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1320 1.2120818 4267.7737 27.739945 12.537533 1982-1999 –> 2000-2009 2.0976354 0.8855536 7584.9444 58.696506 3 5
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1320 1.2136973 4271.2900 24.753100 12.637347 1982-1999 –> 2000-2009 2.1010312 0.8873339 7593.5742 55.013453 4 8
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1320 1.2161798 4276.6843 27.516669 12.570656 1982-1999 –> 2000-2009 2.1030070 0.8868272 7597.5142 54.901390 5 8
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 1320 1.1850275 4206.1800 29.482008 12.417948 1982-1999 –> 2000-2009 2.1332898 0.9482622 7695.5433 62.906180 2 8
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1320 1.2219713 4289.2264 25.584261 13.469739 1982-1999 –> 2000-2009 2.1783927 0.9564214 7802.4026 57.648798 6 13
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1320 1.3024871 4455.6853 22.125313 13.840017 1982-1999 –> 2000-2009 2.2124945 0.9100073 7840.2084 47.863406 8 13
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1320 1.2231390 4289.7478 25.179816 13.506812 1982-1999 –> 2000-2009 2.2209887 0.9978497 7908.8849 55.252255 7 15
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + aou + phosphate 1320 1.3248409 4500.6096 21.143530 10.963755 1982-1999 –> 2000-2009 2.3523630 1.0275221 8194.3515 45.990721 9 18
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1320 1.3706949 4590.4367 23.997837 10.926380 1982-1999 –> 2000-2009 2.4631720 1.0924771 8440.2421 51.649370 11 21
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1461 1.1724110 4624.9185 25.474766 5.084366 2000-2009 –> 2010-2019 2.3481676 1.1757566 8812.3635 55.832922 1 2
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate 1461 1.2153951 4728.1306 21.206231 5.850561 2000-2009 –> 2010-2019 2.4004226 1.1850275 8934.3106 50.688239 2 4
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1461 1.2208991 4743.3331 29.314537 5.213873 2000-2009 –> 2010-2019 2.4329809 1.2120818 9011.1068 57.054482 3 6
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1461 1.2234618 4749.4601 27.934616 5.216012 2000-2009 –> 2010-2019 2.4396416 1.2161798 9026.1445 55.451285 4 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1461 1.2265900 4756.9216 29.483447 5.233725 2000-2009 –> 2010-2019 2.4402873 1.2136973 9028.2116 54.236546 5 9
Atlantic (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1461 1.3112941 4952.0428 25.129814 5.750197 2000-2009 –> 2010-2019 2.5332654 1.2219713 9241.2691 50.714075 7 13
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 1461 1.3270668 4984.9799 18.744999 5.744650 2000-2009 –> 2010-2019 2.5502058 1.2231390 9274.7278 43.924815 8 15
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1461 1.2623106 4838.8003 26.650720 5.084013 2000-2009 –> 2010-2019 2.5647977 1.3024871 9294.4856 48.776033 6 14
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 1461 1.4958523 5334.8166 16.300351 7.527051 2000-2009 –> 2010-2019 2.8828634 1.3870110 9956.4932 41.018352 10 23
Atlantic (27.75,27.85] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 1461 1.4903196 5323.9889 17.929561 7.516541 2000-2009 –> 2010-2019 2.8852260 1.3949064 9960.6507 45.643579 9 23
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1311 2.6539089 6293.6169 37.711491 23.080753 1982-1999 –> 2000-2009 3.3783425 0.7244336 9450.3963 73.616994 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1311 2.6699463 6309.4138 58.607949 23.147958 1982-1999 –> 2000-2009 3.4410306 0.7710843 9645.0533 108.615422 3 5
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1311 2.6775831 6316.9028 37.228470 23.204550 1982-1999 –> 2000-2009 3.4490306 0.7714475 9653.8918 61.502817 4 7
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1311 2.7177147 6355.9097 48.615868 23.475611 1982-1999 –> 2000-2009 3.4897094 0.7719948 9694.9312 97.145089 9 13
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 1311 2.6822851 6319.5032 14.461416 23.483501 1982-1999 –> 2000-2009 3.5474939 0.8652088 9983.2289 31.894926 5 11
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate 1311 2.6551306 6292.8237 36.691096 22.974759 1982-1999 –> 2000-2009 3.5858934 0.9307628 10165.8636 68.827893 2 10
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1311 2.6947182 6331.6287 50.153012 23.526966 1982-1999 –> 2000-2009 3.6304448 0.9357266 10219.9128 92.708884 7 16
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1311 2.6996012 6336.3757 15.858384 23.553658 1982-1999 –> 2000-2009 3.6379668 0.9383656 10232.7310 35.012984 8 18
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1311 2.7243321 6360.2863 48.078752 23.640186 1982-1999 –> 2000-2009 3.6740415 0.9497094 10291.0807 85.632894 10 21
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1311 2.9208495 6542.9117 23.835732 24.697855 1982-1999 –> 2000-2009 3.6931637 0.7723142 9881.1190 47.437388 23 28
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1449 1.1371207 4498.4750 23.067780 8.815103 2000-2009 –> 2010-2019 3.7910295 2.6539089 10792.0919 60.779271 1 2
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1449 1.1819705 4610.5801 51.466475 8.987232 2000-2009 –> 2010-2019 3.8519168 2.6699463 10919.9939 110.074424 2 5
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1449 1.1843597 4616.4320 25.755119 8.987766 2000-2009 –> 2010-2019 3.8619427 2.6775831 10933.3348 62.983588 3 7
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1449 1.1888693 4627.4456 48.542740 9.004989 2000-2009 –> 2010-2019 3.9065840 2.7177147 10983.3554 97.158608 4 13
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate 1449 1.3150986 4917.8799 22.370215 8.353220 2000-2009 –> 2010-2019 3.9702293 2.6551306 11210.7036 59.061310 6 8
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1449 1.2015704 4656.2417 22.449429 8.876596 2000-2009 –> 2010-2019 4.1224199 2.9208495 11199.1535 46.285161 5 28
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1449 1.3534669 5003.2196 22.675436 9.925656 2000-2009 –> 2010-2019 4.1776717 2.8242048 11459.9072 55.197228 7 25
Atlantic (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1449 1.4288540 5160.3010 625.040409 9.828690 2000-2009 –> 2010-2019 4.1980757 2.7692217 11565.4386 1186.379526 8 21
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + silicate 1449 1.4408265 5182.4825 19.236674 9.537828 2000-2009 –> 2010-2019 4.2737929 2.8329664 11645.2917 49.886556 9 29
Atlantic (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + phosphate 1449 1.7822562 5798.7804 23.065272 8.434817 2000-2009 –> 2010-2019 4.4645413 2.6822851 12118.2835 37.526687 12 17
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1414 3.6464598 7685.5023 95.572655 20.979513 1982-1999 –> 2000-2009 6.7770223 3.1305625 16455.2195 172.860784 1 2
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1414 3.6596388 7693.7049 93.068818 20.503879 1982-1999 –> 2000-2009 6.8148259 3.1551871 16488.2181 161.550473 2 4
Atlantic (27.95,28.05] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1414 3.7653199 7774.2134 70.666317 20.538456 1982-1999 –> 2000-2009 6.9494118 3.1840919 16599.9148 129.101603 11 14
Atlantic (27.95,28.05] 3 cstar_tref ~ temp + nitrate + phosphate_star 1414 3.7835638 7785.8827 69.064387 19.957271 1982-1999 –> 2000-2009 6.9800256 3.1964618 16622.8447 122.970780 12 16
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1414 3.7156584 7738.6662 111.485141 20.309710 1982-1999 –> 2000-2009 6.9913714 3.2757130 16663.3876 198.187431 3 8
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1414 3.7158932 7738.8449 28.469077 20.307210 1982-1999 –> 2000-2009 6.9923749 3.2764818 16664.3688 51.347257 5 11
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1414 3.7237914 7744.8495 28.815351 20.510833 1982-1999 –> 2000-2009 7.0051956 3.2814043 16675.5077 66.277812 9 16
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1414 3.7159246 7736.8688 21.732322 20.332324 1982-1999 –> 2000-2009 7.0245739 3.3086493 16693.8056 42.379161 6 15
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1414 3.7156663 7736.6722 98.773399 20.321997 1982-1999 –> 2000-2009 7.0255841 3.3099178 16694.9199 183.138012 4 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 1414 3.7246534 7743.5040 18.513834 20.641758 1982-1999 –> 2000-2009 7.0292184 3.3045651 16696.2165 37.492786 10 18
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1715 2.7998178 8412.3306 124.863030 17.289319 2000-2009 –> 2010-2019 6.4462776 3.6464598 16097.8330 220.435685 1 2
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1715 2.8891785 8520.0938 38.269797 18.411884 2000-2009 –> 2010-2019 6.6050717 3.7158932 16258.9387 66.738875 2 7
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1715 2.8896385 8520.6399 149.012341 18.398677 2000-2009 –> 2010-2019 6.6052969 3.7156584 16259.3061 260.497482 3 6
Atlantic (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1715 2.8896753 8520.6835 33.186320 18.499717 2000-2009 –> 2010-2019 6.6134666 3.7237914 16265.5330 62.001672 4 13
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1715 3.0361981 8688.3381 124.420128 17.912168 2000-2009 –> 2010-2019 6.6958369 3.6596388 16382.0430 217.488946 6 8
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1715 2.9829152 8627.6098 27.140432 19.650868 2000-2009 –> 2010-2019 6.7004304 3.7175152 16365.6890 46.291958 5 12
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 1715 3.0468861 8700.3912 30.616890 18.941858 2000-2009 –> 2010-2019 6.7715395 3.7246534 16443.8952 49.130725 7 17
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1715 3.0799144 8737.3724 37.642679 18.925022 2000-2009 –> 2010-2019 6.7958390 3.7159246 16474.2412 59.375001 8 14
Atlantic (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1715 3.0807904 8738.3478 139.312466 18.962821 2000-2009 –> 2010-2019 6.7964566 3.7156663 16475.0200 238.085865 9 13
Atlantic (27.95,28.05] 3 cstar_tref ~ sal + temp + phosphate_star 1715 3.0827242 8738.5001 14.890085 19.151763 2000-2009 –> 2010-2019 6.8021109 3.7193867 16476.0025 24.413755 10 18
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 784 0.5783881 1380.3996 57.455645 4.674039 1982-1999 –> 2000-2009 0.9603468 0.3819588 2255.3509 135.890870 1 2
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 784 0.5796222 1381.7417 51.251453 4.611282 1982-1999 –> 2000-2009 0.9620458 0.3824236 2256.9870 129.073962 2 4
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 784 0.6152583 1477.2975 212.308559 4.926091 1982-1999 –> 2000-2009 1.0259357 0.4106774 2488.9751 505.637970 3 6
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 784 0.6154249 1475.7219 189.121261 4.904302 1982-1999 –> 2000-2009 1.0311816 0.4157568 2508.5829 448.160202 4 10
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 784 0.6206047 1490.8639 41.486535 4.997032 1982-1999 –> 2000-2009 1.0324205 0.4118159 2507.7625 89.727743 5 9
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 784 0.6206141 1488.8878 40.669440 4.991347 1982-1999 –> 2000-2009 1.0384629 0.4178488 2531.2151 88.647954 6 13
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 784 0.6277321 1508.7694 187.377336 4.983001 1982-1999 –> 2000-2009 1.0407217 0.4129895 2531.0353 442.686560 7 12
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 784 0.6311466 1515.2751 183.723239 5.132493 1982-1999 –> 2000-2009 1.0562495 0.4251030 2590.0637 436.893337 8 17
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 784 0.6849973 1643.6579 33.633215 5.894181 1982-1999 –> 2000-2009 1.1036662 0.4186689 2689.6830 69.611874 10 18
Atlantic (28.05,28.1] 3 cstar_tref ~ sal + temp + phosphate_star 784 0.7207750 1721.4881 26.691098 6.599666 1982-1999 –> 2000-2009 1.1592582 0.4384832 2852.7240 52.494965 12 22
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 994 0.6687821 2035.0834 105.454892 2.485718 2000-2009 –> 2010-2019 1.2471702 0.5783881 3415.4829 162.910537 1 2
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 994 0.7018026 2128.8927 105.363636 2.745763 2000-2009 –> 2010-2019 1.2814248 0.5796222 3510.6344 156.615089 2 4
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 994 0.7023705 2132.5010 440.304111 2.715258 2000-2009 –> 2010-2019 1.3176289 0.6152583 3609.7985 652.612670 3 6
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 994 0.7038642 2136.7242 81.602632 2.739803 2000-2009 –> 2010-2019 1.3244689 0.6206047 3627.5881 123.089167 4 9
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 994 0.7047382 2139.1912 362.101623 2.729151 2000-2009 –> 2010-2019 1.3324703 0.6277321 3647.9606 549.478959 5 12
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 994 0.7445900 2246.5457 336.454121 2.995320 2000-2009 –> 2010-2019 1.3600148 0.6154249 3722.2676 525.575382 7 11
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 994 0.7508242 2263.1213 81.441541 3.071598 2000-2009 –> 2010-2019 1.3714383 0.6206141 3752.0091 122.110981 8 14
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 994 0.7086275 2148.1323 52.885599 2.821710 2000-2009 –> 2010-2019 1.3936248 0.6849973 3791.7902 86.518814 6 16
Atlantic (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 994 0.7760737 2328.8763 332.816182 3.238640 2000-2009 –> 2010-2019 1.4072202 0.6311466 3844.1513 516.539421 10 18
Atlantic (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 994 0.7698695 2314.9197 99.090251 2.795656 2000-2009 –> 2010-2019 1.4907749 0.7209054 4040.6915 150.962914 9 22
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1240 0.5802491 2183.1090 89.924673 4.354437 1982-1999 –> 2000-2009 1.0119082 0.4316591 3560.8077 157.991881 1 2
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1240 0.6054343 2288.4808 238.044401 4.490695 1982-1999 –> 2000-2009 1.0622974 0.4568630 3799.8764 435.206743 3 6
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate 1240 0.6109704 2309.0548 88.280028 4.301762 1982-1999 –> 2000-2009 1.0665693 0.4555989 3811.9225 156.292421 6 8
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1240 0.6060589 2291.0380 202.779660 4.689959 1982-1999 –> 2000-2009 1.0680681 0.4620091 3828.8233 370.947554 4 9
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1240 0.6084967 2300.9934 53.051445 4.621856 1982-1999 –> 2000-2009 1.0690917 0.4605950 3831.5564 90.749820 5 9
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 1240 0.6047942 2283.8575 77.073960 5.171620 1982-1999 –> 2000-2009 1.1034078 0.4986136 3999.2800 137.442057 2 12
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1240 0.6199949 2345.4184 200.421466 4.995464 1982-1999 –> 2000-2009 1.1161876 0.4961927 4049.3743 368.372747 7 15
Atlantic (28.1,28.15] 3 cstar_tref ~ temp + aou + phosphate 1240 0.6204726 2345.3286 77.073158 4.870185 1982-1999 –> 2000-2009 1.1308939 0.5104212 4113.8932 137.405573 8 19
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1240 0.6442458 2440.5735 210.664047 4.393687 1982-1999 –> 2000-2009 1.1334165 0.4891708 4110.9499 381.281418 14 20
Atlantic (28.1,28.15] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1240 0.6457513 2446.3624 51.953683 4.537880 1982-1999 –> 2000-2009 1.1380603 0.4923090 4131.8051 89.601523 15 22
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1472 0.6280792 2822.1331 156.892872 2.891879 2000-2009 –> 2010-2019 1.2083283 0.5802491 5005.2421 246.817544 1 2
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate 1472 0.6286543 2822.8275 153.746865 2.905736 2000-2009 –> 2010-2019 1.2334486 0.6047942 5106.6850 230.820825 2 4
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1472 0.6494040 2920.4294 332.384384 2.967745 2000-2009 –> 2010-2019 1.2554629 0.6060589 5211.4675 535.164045 3 7
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1472 0.6513683 2929.3208 426.062952 2.988081 2000-2009 –> 2010-2019 1.2568026 0.6054343 5217.8016 664.107352 4 7
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1472 0.6539021 2940.7510 101.780855 3.008111 2000-2009 –> 2010-2019 1.2623988 0.6084967 5241.7444 154.832301 7 12
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1472 0.6516809 2928.7337 326.506503 2.946482 2000-2009 –> 2010-2019 1.2716759 0.6199949 5274.1521 526.927969 6 13
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1472 0.6513742 2927.3475 357.223004 2.989652 2000-2009 –> 2010-2019 1.2781831 0.6268089 5299.8735 566.314399 5 14
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1472 0.6539365 2938.9057 100.089610 3.004675 2000-2009 –> 2010-2019 1.2818972 0.6279607 5315.9845 145.717164 8 18
Atlantic (28.1,28.15] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1472 0.6673759 3000.7959 150.888828 3.166801 2000-2009 –> 2010-2019 1.3105328 0.6431570 5439.1746 232.260372 9 22
Atlantic (28.1,28.15] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1472 0.6772846 3042.1852 75.557129 3.171250 2000-2009 –> 2010-2019 1.3152105 0.6379259 5458.3106 124.323618 10 21
Atlantic (28.15,28.2] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2158 0.6393923 4205.8632 920.594117 3.560188 1982-1999 –> 2000-2009 1.1368963 0.4975040 7186.0637 1760.930367 1 2
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2158 0.6653824 4379.8290 155.447821 3.804554 1982-1999 –> 2000-2009 1.1672885 0.5019060 7398.3061 278.742978 2 4
Atlantic (28.15,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2158 0.6654960 4380.5655 950.294894 3.768367 1982-1999 –> 2000-2009 1.1728806 0.5073847 7443.7496 1618.260373 3 6
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 2158 0.6655247 4378.7517 110.202784 3.759467 1982-1999 –> 2000-2009 1.1826029 0.5170782 7517.8676 187.134429 4 8
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2158 0.6807559 4476.4143 335.043792 3.829804 1982-1999 –> 2000-2009 1.2028698 0.5221140 7655.4410 548.392069 5 10
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2158 0.6904635 4537.5263 343.272815 3.851558 1982-1999 –> 2000-2009 1.2219176 0.5314540 7789.5686 563.811322 6 12
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2158 0.7111357 4664.8489 529.119540 3.957021 1982-1999 –> 2000-2009 1.2581961 0.5470604 8036.0765 872.203129 7 15
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 2158 0.7247453 4746.6675 110.100791 4.050466 1982-1999 –> 2000-2009 1.2836534 0.5589080 8206.1260 202.490104 8 17
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2158 0.7585685 4945.5321 753.187263 4.598834 1982-1999 –> 2000-2009 1.3001732 0.5416047 8277.4858 1153.531853 9 16
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2158 0.7631068 4971.2768 161.244747 6.105476 1982-1999 –> 2000-2009 1.4144443 0.6513375 9062.9665 299.445388 10 22
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2865 0.6527941 5700.7102 244.661932 3.325047 2000-2009 –> 2010-2019 1.3181765 0.6653824 10080.5392 400.109754 1 2
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 2865 0.6590479 5753.3423 157.390313 2.965231 2000-2009 –> 2010-2019 1.3245726 0.6655247 10132.0939 267.593096 2 4
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2865 0.6830023 5957.9146 312.082038 3.180626 2000-2009 –> 2010-2019 1.3637581 0.6807559 10434.3289 647.125830 3 6
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2865 0.6908765 6023.5968 319.435060 3.206227 2000-2009 –> 2010-2019 1.3813400 0.6904635 10561.1230 662.707875 5 9
Atlantic (28.15,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 2865 0.6926713 6038.4632 194.187971 3.696252 2000-2009 –> 2010-2019 1.4174166 0.7247453 10785.1307 304.288762 6 12
Atlantic (28.15,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 2865 0.7073940 6158.9785 612.590586 3.303374 2000-2009 –> 2010-2019 1.4185298 0.7111357 10823.8274 1141.710126 7 12
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2865 0.6843511 5971.2195 868.687082 3.627171 2000-2009 –> 2010-2019 1.4429196 0.7585685 10916.7516 1621.874345 4 11
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2865 0.7894598 6789.9097 245.641457 3.048407 2000-2009 –> 2010-2019 1.5574959 0.7680361 11788.9758 392.789665 8 17
Atlantic (28.15,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2865 0.8108210 6942.8913 249.843716 3.277420 2000-2009 –> 2010-2019 1.5739278 0.7631068 11914.1681 411.088462 13 21
Atlantic (28.15,28.2] 3 cstar_tref ~ temp + aou + nitrate 2865 0.7944870 6822.2815 157.306268 2.917600 2000-2009 –> 2010-2019 1.5822615 0.7877745 11926.8672 259.761185 9 23
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2645 0.7602590 6070.2162 182.210748 4.418903 1982-1999 –> 2000-2009 1.2711074 0.5108485 11232.8120 390.453314 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2645 0.7695927 6134.7662 50.958618 4.363464 1982-1999 –> 2000-2009 1.2898922 0.5202995 11423.6663 88.870969 2 4
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 2645 0.7712063 6143.8464 31.514534 4.332702 1982-1999 –> 2000-2009 1.2920595 0.5208532 11438.0754 62.561578 3 6
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2645 0.8053302 6374.8842 633.917968 4.249275 1982-1999 –> 2000-2009 1.3340263 0.5286962 11774.0888 999.267173 4 8
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2645 0.8064545 6382.2647 635.662996 4.251861 1982-1999 –> 2000-2009 1.3351767 0.5287222 11781.8083 993.532733 5 10
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 2645 0.8064629 6380.3194 89.984366 4.253072 1982-1999 –> 2000-2009 1.3355095 0.5290467 11782.0901 184.094890 6 13
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 2645 0.8100053 6403.5051 10.697342 4.234612 1982-1999 –> 2000-2009 1.3387941 0.5287889 11801.9175 30.522899 7 13
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2645 0.8100950 6404.0913 305.688815 4.280818 1982-1999 –> 2000-2009 1.3399492 0.5298542 11816.3703 512.122074 8 16
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2645 0.8115316 6415.4641 651.700818 4.279961 1982-1999 –> 2000-2009 1.3426921 0.5311605 11846.7089 1016.422492 9 18
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 2645 0.8418593 6605.5517 10.085041 4.315137 1982-1999 –> 2000-2009 1.3738721 0.5320128 12043.8432 29.663818 10 20
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4656 0.6559939 9301.1807 713.806088 4.113312 2000-2009 –> 2010-2019 1.4162528 0.7602590 15371.3969 896.016837 1 2
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4656 0.6991503 9894.4876 308.625629 4.043197 2000-2009 –> 2010-2019 1.4687429 0.7695927 16029.2539 359.584248 3 5
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + silicate 4656 0.7045759 9964.4734 256.947569 3.907592 2000-2009 –> 2010-2019 1.4757823 0.7712063 16108.3197 288.462104 4 7
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4656 0.7340897 10348.5924 887.914143 4.227225 2000-2009 –> 2010-2019 1.5394198 0.8053302 16723.4766 1521.832111 7 11
Atlantic (28.2, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4656 0.7338307 10345.3067 861.260606 4.231681 2000-2009 –> 2010-2019 1.5402852 0.8064545 16727.5714 1496.923602 6 11
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate_star 4656 0.7349020 10356.8914 713.369565 4.235827 2000-2009 –> 2010-2019 1.5413649 0.8064629 16737.2107 803.353931 9 15
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + temp + aou + nitrate 4656 0.7349007 10356.8743 71.045399 4.182416 2000-2009 –> 2010-2019 1.5449060 0.8100053 16760.3794 81.742742 8 15
Atlantic (28.2, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 4656 0.7386147 10403.8162 857.419245 4.161764 2000-2009 –> 2010-2019 1.5487097 0.8100950 16807.9074 1163.108060 10 18
Atlantic (28.2, Inf] 3 cstar_tref ~ sal + aou + nitrate 4656 0.7396939 10415.4119 16.169105 4.107700 2000-2009 –> 2010-2019 1.5815532 0.8418593 17020.9636 26.254145 11 20
Atlantic (28.2, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4656 0.6957848 9849.5552 740.898442 5.450796 2000-2009 –> 2010-2019 1.6191325 0.9233477 16947.8657 1607.155486 2 15
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 243 1.2555508 814.2053 27.826227 6.180143 1982-1999 –> 2000-2009 2.8668805 1.6113297 2587.6917 60.622863 1 2
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 243 1.2570760 814.7953 24.233416 6.176998 1982-1999 –> 2000-2009 2.8711419 1.6140659 2589.8562 54.011794 2 4
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 243 1.2705578 819.9798 243.072798 6.137722 1982-1999 –> 2000-2009 2.8993116 1.6287538 2603.4472 498.630846 3 6
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 243 1.4867916 896.3617 53.500973 7.475006 1982-1999 –> 2000-2009 3.4685609 1.9817693 2861.8794 72.552265 11 15
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 243 1.4870650 896.4511 36.781776 7.473930 1982-1999 –> 2000-2009 3.4712452 1.9841802 2863.0970 48.139012 12 17
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 243 1.4970319 899.6976 366.797663 7.437933 1982-1999 –> 2000-2009 3.4981796 2.0011477 2874.2455 436.928736 13 19
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 243 1.5656135 919.4671 27.810970 7.846778 1982-1999 –> 2000-2009 3.8100539 2.2444404 2998.4894 40.573569 15 22
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate_star 243 1.5666831 919.7990 23.974020 7.845725 1982-1999 –> 2000-2009 3.8118673 2.2451842 2999.1288 32.021808 16 24
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate 243 1.5814494 924.3582 240.573437 7.819365 1982-1999 –> 2000-2009 3.8365666 2.2551172 3007.7846 309.287003 17 26
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 243 1.4148252 872.2490 24.193168 6.875334 1982-1999 –> 2000-2009 3.8966287 2.4818035 3046.5626 53.680837 9 19
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 171 1.2929481 587.1453 24.477075 3.139696 2000-2009 –> 2010-2019 2.5484989 1.2555508 1401.3506 52.303302 1 2
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 171 1.2939543 587.4114 21.328008 3.141117 2000-2009 –> 2010-2019 2.5510303 1.2570760 1402.2066 45.561424 2 4
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 171 1.3094460 591.4816 181.463542 3.166575 2000-2009 –> 2010-2019 2.5800038 1.2705578 1411.4613 424.536339 3 6
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 171 1.6763942 675.9696 23.268031 4.854027 2000-2009 –> 2010-2019 3.0912194 1.4148252 1548.2187 47.461199 5 14
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 171 1.6747915 675.6425 19.057906 3.861982 2000-2009 –> 2010-2019 3.1615831 1.4867916 1572.0042 72.558880 4 15
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 171 1.6768833 676.0694 10.395968 3.869098 2000-2009 –> 2010-2019 3.1639483 1.4870650 1572.5204 47.177745 6 18
Indian (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 171 1.7064752 682.0520 74.451558 3.926615 2000-2009 –> 2010-2019 3.2035071 1.4970319 1581.7496 441.249220 7 20
Indian (-Inf,26] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 171 2.1400311 759.4775 32.256343 5.077756 2000-2009 –> 2010-2019 3.4907085 1.3506774 1609.1763 60.118927 14 18
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 171 1.9340533 722.8663 14.822165 4.899816 2000-2009 –> 2010-2019 3.4996668 1.5656135 1642.3334 42.633136 9 24
Indian (-Inf,26] 4 cstar_tref ~ sal + temp + aou + phosphate_star 171 1.9346121 722.9651 8.718886 4.897374 2000-2009 –> 2010-2019 3.5012952 1.5666831 1642.7642 32.692906 10 26
Indian (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 432 1.5814085 1635.9478 23.377845 4.877988 1982-1999 –> 2000-2009 3.3846411 1.8032326 5100.5843 36.781020 1 2
Indian (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 432 1.5821729 1636.3654 15.263844 4.885131 1982-1999 –> 2000-2009 3.3934447 1.8112718 5108.6440 27.762102 2 4
Indian (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 432 1.5888816 1640.0211 127.121106 4.933725 1982-1999 –> 2000-2009 3.4404563 1.8515747 5150.1081 252.773677 3 6
Indian (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 432 1.6316832 1662.9878 13.700992 5.168047 1982-1999 –> 2000-2009 3.6722836 2.0406004 5340.0775 26.075961 4 8
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 432 1.6326839 1663.5175 13.765648 5.181171 1982-1999 –> 2000-2009 3.6768617 2.0441778 5343.6164 26.212389 5 10
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 432 1.6423956 1668.6416 160.545655 5.297608 1982-1999 –> 2000-2009 3.7124756 2.0700800 5370.3729 251.287141 6 12
Indian (26,26.5] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 432 1.6459653 1668.5175 10.946054 4.890592 1982-1999 –> 2000-2009 3.8523198 2.2063545 5477.7787 22.037822 7 17
Indian (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 432 1.6476098 1669.3803 10.058581 4.898254 1982-1999 –> 2000-2009 3.8599418 2.2123320 5483.2897 21.242272 8 19
Indian (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 432 1.6656392 1678.7834 119.305648 4.951988 1982-1999 –> 2000-2009 3.9152707 2.2496315 5521.4165 203.751589 9 21
Indian (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 432 1.9416416 1813.2561 18.396664 6.567810 1982-1999 –> 2000-2009 4.4465557 2.5049141 5842.5536 30.840204 10 23
Indian (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 301 1.1838613 969.8074 16.048382 3.709710 2000-2009 –> 2010-2019 2.7652697 1.5814085 2605.7552 39.426227 1 2
Indian (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 301 1.1848132 970.2912 13.116132 3.716507 2000-2009 –> 2010-2019 2.7669861 1.5821729 2606.6566 28.379976 2 4
Indian (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 301 1.2062818 981.1017 147.143782 3.826338 2000-2009 –> 2010-2019 2.7951634 1.5888816 2621.1229 274.264888 3 6
Indian (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 301 1.2195458 987.6851 11.602088 3.266652 2000-2009 –> 2010-2019 2.8512290 1.6316832 2650.6728 25.303080 4 8
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 301 1.2196940 987.7582 11.632703 3.265768 2000-2009 –> 2010-2019 2.8523779 1.6326839 2651.2757 25.398350 5 10
Indian (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 301 1.2247327 990.2400 111.878665 3.228800 2000-2009 –> 2010-2019 2.8671283 1.6423956 2658.8816 272.424320 6 12
Indian (26,26.5] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 301 1.2265326 989.1241 10.373016 3.363650 2000-2009 –> 2010-2019 2.8724980 1.6459653 2657.6415 21.319070 7 14
Indian (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 301 1.2270438 989.3749 10.422992 3.369971 2000-2009 –> 2010-2019 2.8746537 1.6476098 2658.7552 20.481574 8 16
Indian (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 301 1.2438336 997.5563 111.565088 3.527465 2000-2009 –> 2010-2019 2.9094727 1.6656392 2676.3397 230.870736 9 18
Indian (26,26.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 301 1.3674268 1056.5853 14.220932 4.254238 2000-2009 –> 2010-2019 3.3090684 1.9416416 2869.8414 32.617597 10 20
Indian (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 499 1.2540434 1656.0210 59.933824 4.558961 1982-1999 –> 2000-2009 2.5769151 1.3228718 4364.2281 81.677387 6 7
Indian (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 499 1.2551025 1656.8635 45.455449 4.569704 1982-1999 –> 2000-2009 2.5792794 1.3241768 4366.6345 61.449647 7 9
Indian (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 499 1.2674691 1666.6487 202.495679 4.653764 1982-1999 –> 2000-2009 2.6042074 1.3367383 4391.3940 419.000114 8 11
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 499 1.2386709 1643.7115 16.779474 4.895244 1982-1999 –> 2000-2009 2.7597943 1.5211234 4573.3944 30.201953 4 8
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 499 1.2280029 1635.0790 22.351919 4.694230 1982-1999 –> 2000-2009 2.7805430 1.5525401 4597.1849 37.638156 1 6
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 499 1.2282011 1635.2401 18.264771 4.698802 1982-1999 –> 2000-2009 2.7809958 1.5527947 4597.6060 33.657340 2 8
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 499 1.2343541 1640.2274 233.136133 4.775310 1982-1999 –> 2000-2009 2.7945647 1.5602106 4610.1497 376.750887 3 11
Indian (26.5,26.75] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 499 1.2391708 1642.1143 13.014976 4.934170 1982-1999 –> 2000-2009 2.8169496 1.5777787 4627.7953 21.715215 5 14
Indian (26.5,26.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 499 1.2972176 1687.8019 10.189764 4.846119 1982-1999 –> 2000-2009 2.8558587 1.5586411 4654.1279 23.413321 9 16
Indian (26.5,26.75] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 499 1.3157595 1701.9659 19.938646 4.512869 1982-1999 –> 2000-2009 2.9034425 1.5876830 4697.5717 34.964137 10 20
Indian (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 273 0.7653481 642.7266 19.085165 2.351313 2000-2009 –> 2010-2019 2.0193915 1.2540434 2298.7476 79.018989 2 8
Indian (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 273 0.7655902 642.8994 16.101788 2.350948 2000-2009 –> 2010-2019 2.0206927 1.2551025 2299.7628 61.557237 3 10
Indian (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 273 0.7602326 639.0650 185.423059 2.350265 2000-2009 –> 2010-2019 2.0277017 1.2674691 2305.7137 387.918738 1 9
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 273 0.8094136 673.2913 14.177435 2.208963 2000-2009 –> 2010-2019 2.0480844 1.2386709 2317.0028 30.956909 4 8
Indian (26.5,26.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 273 0.8111309 672.4485 13.207854 2.212773 2000-2009 –> 2010-2019 2.1083485 1.2972176 2360.2504 23.397618 5 14
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 273 0.9570202 764.7542 15.503952 3.074150 2000-2009 –> 2010-2019 2.1850231 1.2280029 2399.8333 37.855871 7 8
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 273 0.9571022 764.8010 15.550378 3.073337 2000-2009 –> 2010-2019 2.1853033 1.2282011 2400.0412 33.815149 8 10
Indian (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 273 0.9563584 764.3765 139.331708 3.084060 2000-2009 –> 2010-2019 2.1907125 1.2343541 2404.6040 372.467841 6 9
Indian (26.5,26.75] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 273 0.9643343 766.9112 14.688949 3.106418 2000-2009 –> 2010-2019 2.2800938 1.3157595 2468.8771 34.627595 10 20
Indian (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 273 0.9649654 767.2684 14.762642 3.107046 2000-2009 –> 2010-2019 2.2807496 1.3157842 2469.2531 31.473269 11 22
Indian (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 900 1.0490279 2654.2444 16.713182 3.963436 1982-1999 –> 2000-2009 2.2636596 1.2146317 6095.0623 27.582486 1 5
Indian (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 900 1.1452154 2812.1563 84.942050 3.914754 1982-1999 –> 2000-2009 2.3331717 1.1879563 6205.8077 124.469454 6 7
Indian (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 900 1.1456476 2812.8354 68.746169 3.898047 1982-1999 –> 2000-2009 2.3336664 1.1880188 6206.5986 99.380953 7 9
Indian (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 900 1.1541871 2826.2027 215.843807 3.962473 1982-1999 –> 2000-2009 2.3442266 1.1900395 6223.5755 455.836180 9 12
Indian (26.75,27] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 900 1.1517368 2820.3772 10.494198 3.345677 1982-1999 –> 2000-2009 2.3692962 1.2175595 6264.3087 20.874684 8 13
Indian (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 900 1.0587395 2670.8316 30.270267 3.838387 1982-1999 –> 2000-2009 2.4348837 1.3761442 6376.8195 47.403909 2 8
Indian (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 900 1.0592436 2671.6884 36.629447 3.839053 1982-1999 –> 2000-2009 2.4358011 1.3765575 6378.3142 54.268392 3 10
Indian (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 900 1.0626515 2677.4703 208.149339 3.859100 1982-1999 –> 2000-2009 2.4445934 1.3819419 6392.3878 345.232758 4 12
Indian (26.75,27] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 900 1.1048946 2745.6392 14.652914 3.487397 1982-1999 –> 2000-2009 2.5408967 1.4360022 6540.0616 24.428387 5 17
Indian (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 900 1.2612855 2983.9260 29.241492 3.886543 1982-1999 –> 2000-2009 2.6471314 1.3858458 6702.8353 46.328768 11 20
Indian (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 397 1.0913907 1210.0747 12.570630 4.703680 2000-2009 –> 2010-2019 2.1404186 1.0490279 3864.3191 29.283812 4 5
Indian (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 397 0.9954076 1136.9824 53.078959 4.574186 2000-2009 –> 2010-2019 2.1406230 1.1452154 3949.1387 138.021008 2 8
Indian (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 397 0.9963816 1137.7590 42.952154 4.573837 2000-2009 –> 2010-2019 2.1420291 1.1456476 3950.5944 111.698323 3 10
Indian (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 397 0.9879111 1130.9802 280.134172 4.585020 2000-2009 –> 2010-2019 2.1420983 1.1541871 3957.1829 495.977980 1 10
Indian (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 397 1.1347344 1240.9977 24.907456 4.538493 2000-2009 –> 2010-2019 2.1934739 1.0587395 3911.8293 55.177723 8 10
Indian (26.75,27] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 397 1.1345219 1240.8490 26.663812 4.541969 2000-2009 –> 2010-2019 2.1937655 1.0592436 3912.5374 63.293259 7 10
Indian (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 397 1.1338621 1240.3871 184.818137 4.555279 2000-2009 –> 2010-2019 2.1965136 1.0626515 3917.8573 392.967476 6 10
Indian (26.75,27] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 397 1.1065458 1219.0243 12.457423 4.750127 2000-2009 –> 2010-2019 2.2582825 1.1517368 4039.4015 22.951620 5 13
Indian (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 397 1.1459600 1246.8139 24.596121 4.575644 2000-2009 –> 2010-2019 2.4072455 1.2612855 4230.7399 53.837612 11 22
Indian (26.75,27] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 397 1.1447815 1245.9970 26.362514 4.577070 2000-2009 –> 2010-2019 2.4075313 1.2627497 4232.0113 61.931794 10 22
Indian (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 979 1.9641647 4114.0630 124.496974 9.297005 1982-1999 –> 2000-2009 3.7978052 1.8336405 9025.0978 209.565209 2 5
Indian (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 979 1.9669209 4116.8086 108.331993 9.289325 1982-1999 –> 2000-2009 3.8001599 1.8332390 9027.3139 179.496119 3 5
Indian (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 979 1.9730918 4122.9419 272.712805 9.330575 1982-1999 –> 2000-2009 3.8040032 1.8309113 9030.3751 709.122873 4 5
Indian (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 979 2.1079509 4252.3942 37.743145 8.246271 1982-1999 –> 2000-2009 3.9778121 1.8698612 9210.7273 54.247569 6 10
Indian (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 979 2.1924487 4327.3489 17.337011 7.403514 1982-1999 –> 2000-2009 4.0823843 1.8899356 9309.5027 33.575010 8 19
Indian (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 979 2.2228474 4356.3105 50.121229 9.560152 1982-1999 –> 2000-2009 4.1021933 1.8793459 9326.8775 107.615342 9 14
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 979 2.2229041 4356.3604 43.650850 9.548862 1982-1999 –> 2000-2009 4.1022720 1.8793679 9326.9559 90.792399 10 16
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 979 2.2252138 4358.3938 555.993565 9.546157 1982-1999 –> 2000-2009 4.1064090 1.8811952 9331.3391 1066.244532 14 21
Indian (27,27.25] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 979 2.2243049 4355.5939 20.747245 8.986723 1982-1999 –> 2000-2009 4.1065605 1.8822556 9327.9017 33.035668 11 19
Indian (27,27.25] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 979 2.2245026 4355.7679 33.687249 9.750477 1982-1999 –> 2000-2009 4.1117261 1.8872235 9334.4493 78.783788 12 21
Indian (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 487 1.8102005 1974.0544 121.979413 6.844677 2000-2009 –> 2010-2019 3.7743652 1.9641647 6088.1174 246.476387 5 7
Indian (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 487 1.8092818 1973.5599 106.306764 6.849628 2000-2009 –> 2010-2019 3.7762027 1.9669209 6090.3685 214.638757 4 7
Indian (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 487 1.8164581 1977.4155 497.914612 6.885567 2000-2009 –> 2010-2019 3.7895500 1.9730918 6100.3575 770.627417 6 10
Indian (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 487 1.8310884 1985.2290 20.283356 6.499376 2000-2009 –> 2010-2019 3.9390393 2.1079509 6237.6232 58.026501 7 13
Indian (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 487 1.9269058 2034.9079 53.960426 8.132463 2000-2009 –> 2010-2019 3.9752274 2.0483216 6231.1161 148.327834 22 27
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 487 1.7903151 1963.2956 40.056337 6.816032 2000-2009 –> 2010-2019 4.0132192 2.2229041 6319.6560 83.707187 1 11
Indian (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 487 1.7912176 1963.7865 46.346834 6.814804 2000-2009 –> 2010-2019 4.0140650 2.2228474 6320.0969 96.468063 2 11
Indian (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 487 1.7934321 1964.9899 529.890699 6.828963 2000-2009 –> 2010-2019 4.0186459 2.2252138 6323.3837 1085.884264 3 17
Indian (27,27.25] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 487 1.8434211 1989.7671 19.753449 6.540486 2000-2009 –> 2010-2019 4.0358698 2.1924487 6317.1160 37.090460 11 19
Indian (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 487 1.8342657 1984.9176 35.904617 7.027261 2000-2009 –> 2010-2019 4.0588755 2.2246098 6340.7799 65.346224 8 21
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1083 1.7781827 4334.1529 118.905080 8.826110 1982-1999 –> 2000-2009 3.2278424 1.4496597 9948.1093 238.159162 2 3
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1083 1.7794860 4335.7398 135.961109 8.728855 1982-1999 –> 2000-2009 3.2294823 1.4499964 9950.4225 252.610453 5 8
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1083 1.7773492 4333.1373 96.273007 8.268801 1982-1999 –> 2000-2009 3.2376035 1.4602543 9969.8710 131.979392 1 23
Indian (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1083 1.7878837 4345.9376 199.323641 8.986755 1982-1999 –> 2000-2009 3.2387442 1.4508605 9962.4838 399.276669 9 14
Indian (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1083 1.7886018 4344.8073 112.007593 8.999884 1982-1999 –> 2000-2009 3.2400498 1.4514480 9960.6199 168.618120 10 19
Indian (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1083 1.7893343 4347.6942 184.247795 8.872919 1982-1999 –> 2000-2009 3.2403904 1.4510561 9964.6622 384.008445 13 20
Indian (27.25,27.5] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1083 1.7897964 4346.2536 100.615991 8.876321 1982-1999 –> 2000-2009 3.2415324 1.4517359 9962.6866 161.389516 15 25
Indian (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1083 1.7898799 4346.3546 398.051786 8.980488 1982-1999 –> 2000-2009 3.2426927 1.4528128 9965.1071 1093.238370 16 27
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1083 1.7800751 4336.4568 142.588076 8.417659 1982-1999 –> 2000-2009 3.2448652 1.4647901 9982.8916 202.304438 6 36
Indian (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1083 1.7890123 4345.3044 68.737865 7.169919 1982-1999 –> 2000-2009 3.2518082 1.4627959 9985.4776 87.883008 11 37
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 582 1.3749543 2036.2859 197.665092 4.207597 2000-2009 –> 2010-2019 3.1532467 1.7782924 6370.5725 416.801171 1 5
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 582 1.3799243 2040.4858 858.117559 4.142529 2000-2009 –> 2010-2019 3.1571064 1.7771821 6373.4195 1598.873255 2 3
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 582 1.3809477 2041.3487 145.555611 4.159318 2000-2009 –> 2010-2019 3.1591304 1.7781827 6375.5016 264.460691 3 6
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 582 1.3826027 2042.7429 133.771599 4.174574 2000-2009 –> 2010-2019 3.1620887 1.7794860 6378.4827 269.732708 4 10
Indian (27.25,27.5] 4 cstar_tref ~ sal + temp + aou + nitrate 582 1.3993775 2054.7805 99.925087 4.517524 2000-2009 –> 2010-2019 3.1787740 1.7793964 6388.4113 200.471287 8 13
Indian (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 582 1.4052459 2061.6516 263.022067 3.997928 2000-2009 –> 2010-2019 3.1931296 1.7878837 6407.5891 462.345708 10 20
Indian (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 582 1.4051688 2061.5877 832.896875 4.004651 2000-2009 –> 2010-2019 3.1941141 1.7889453 6408.8110 1388.890366 9 21
Indian (27.25,27.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 582 1.4061731 2062.4193 247.028022 3.952167 2000-2009 –> 2010-2019 3.1955073 1.7893343 6410.1135 431.275817 12 27
Indian (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + silicate 582 1.4061586 2060.4074 191.919834 3.941562 2000-2009 –> 2010-2019 3.1976248 1.7914662 6408.6807 357.092369 11 31
Indian (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 582 1.4371850 2087.8113 75.501663 4.747314 2000-2009 –> 2010-2019 3.2172601 1.7800751 6424.2681 218.089739 16 23
Indian (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1565 1.2427405 5135.4862 624.146788 6.992367 1982-1999 –> 2000-2009 2.2568827 1.0141422 10520.3015 809.729016 2 3
Indian (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1565 1.2457735 5143.1157 556.596024 6.830446 1982-1999 –> 2000-2009 2.2599973 1.0142238 10528.2326 714.729062 5 7
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1565 1.2426729 5135.3160 656.397024 6.992521 1982-1999 –> 2000-2009 2.2667222 1.0240493 10556.5676 1045.588862 1 16
Indian (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1565 1.2427409 5133.4871 619.135967 6.992163 1982-1999 –> 2000-2009 2.2673994 1.0246585 10554.9677 710.455611 3 20
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1565 1.2457515 5143.0605 582.975938 6.826857 1982-1999 –> 2000-2009 2.2693497 1.0235982 10562.6609 1030.380456 4 16
Indian (27.5,27.75] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 1565 1.2457980 5141.1773 547.346339 6.824978 1982-1999 –> 2000-2009 2.2697553 1.0239573 10560.0922 645.049340 6 20
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1565 1.2630956 5186.3377 243.374825 5.694854 1982-1999 –> 2000-2009 2.2814000 1.0183044 10586.5041 353.848409 8 16
Indian (27.5,27.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 1565 1.2636497 5185.7105 48.149187 5.746505 1982-1999 –> 2000-2009 2.2829234 1.0192737 10587.4425 80.874921 10 19
Indian (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1565 1.2599310 5176.4860 710.303243 7.124575 1982-1999 –> 2000-2009 2.2890666 1.0291356 10614.3072 1559.360200 7 27
Indian (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 1565 1.2631004 5184.3496 210.562784 5.693437 1982-1999 –> 2000-2009 2.2932229 1.0301225 10625.7634 251.734663 9 30
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 757 1.2440164 2492.8475 548.765235 4.494902 2000-2009 –> 2010-2019 2.4866893 1.2426729 7628.1635 1205.162258 3 4
Indian (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 757 1.2463316 2495.6626 464.488817 4.668739 2000-2009 –> 2010-2019 2.4890721 1.2427405 7631.1488 1088.635605 6 8
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 757 1.2453015 2494.4107 458.390172 4.486602 2000-2009 –> 2010-2019 2.4910530 1.2457515 7637.4712 1041.366110 4 8
Indian (27.5,27.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 757 1.2461654 2495.4607 393.899506 4.661767 2000-2009 –> 2010-2019 2.4919389 1.2457735 7638.5764 950.495531 5 10
Indian (27.5,27.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 757 1.2402491 2488.2556 955.570830 4.835627 2000-2009 –> 2010-2019 2.4993443 1.2590952 7664.6646 1717.108900 2 9
Indian (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 757 1.2368681 2484.1228 192.628319 4.363125 2000-2009 –> 2010-2019 2.4999638 1.2630956 7670.4606 436.003144 1 10
Indian (27.5,27.75] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 757 1.2465357 2493.9105 79.948116 4.699120 2000-2009 –> 2010-2019 2.5101854 1.2636497 7679.6211 128.097303 7 18
Indian (27.5,27.75] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 757 1.2473961 2494.9551 129.968823 4.474148 2000-2009 –> 2010-2019 2.5104965 1.2631004 7679.3047 340.531607 8 18
Indian (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate 757 1.2627063 2513.4245 886.765368 5.382948 2000-2009 –> 2010-2019 2.5226374 1.2599310 7689.9105 1597.068611 9 17
Indian (27.5,27.75] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 757 1.2827297 2537.2444 463.827852 5.363211 2000-2009 –> 2010-2019 2.5254706 1.2427409 7670.7315 1082.963819 11 14
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 604 0.8961089 1595.5683 171.118722 5.309266 1982-1999 –> 2000-2009 1.5554029 0.6592940 3153.1915 361.999747 3 4
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 604 0.8868093 1582.9664 226.110655 4.935995 1982-1999 –> 2000-2009 1.5907243 0.7039150 3241.4413 431.620507 2 4
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 604 0.8867809 1582.9277 189.578959 4.938623 1982-1999 –> 2000-2009 1.5920389 0.7052580 3244.3380 395.442420 1 4
Indian (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 604 0.8977152 1595.7316 104.820971 5.558710 1982-1999 –> 2000-2009 1.7005814 0.8028662 3454.7635 292.478072 4 12
Indian (27.75,27.85] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 604 1.1532304 1898.2988 112.306619 6.404408 1982-1999 –> 2000-2009 1.8860929 0.7328625 3616.8365 314.608375 5 9
Indian (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 604 1.2223995 1968.6632 114.527161 6.404943 1982-1999 –> 2000-2009 1.9711949 0.7487954 3720.3228 313.625270 7 12
Indian (27.75,27.85] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 604 1.2228689 1969.1269 179.107951 3.935919 1982-1999 –> 2000-2009 2.0100189 0.7871501 3797.7143 310.538987 9 15
Indian (27.75,27.85] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 604 1.2224010 1968.6646 150.021828 3.839375 1982-1999 –> 2000-2009 2.0104432 0.7880422 3798.9964 304.064346 8 15
Indian (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate 604 1.3014781 2044.3865 98.676423 5.269463 1982-1999 –> 2000-2009 2.1046000 0.8031219 3903.9087 264.393909 14 23
Indian (27.75,27.85] 3 cstar_tref ~ aou + silicate + phosphate 604 1.2881732 2029.9737 125.163231 3.740031 1982-1999 –> 2000-2009 2.1120532 0.8238800 3926.7941 281.541657 12 22
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 372 0.9077581 997.6879 377.892678 4.228780 2000-2009 –> 2010-2019 1.7945674 0.8868093 2580.6543 604.003334 2 4
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 372 0.9078312 997.7479 377.848663 4.240076 2000-2009 –> 2010-2019 1.7946122 0.8867809 2580.6756 567.427622 3 4
Indian (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 372 0.9011382 992.2424 336.961596 4.600473 2000-2009 –> 2010-2019 1.7972472 0.8961089 2587.8106 508.080319 1 4
Indian (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 372 0.9928792 1062.3735 322.052933 4.260398 2000-2009 –> 2010-2019 1.8905944 0.8977152 2658.1051 426.873904 4 8
Indian (27.75,27.85] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 372 1.0783828 1123.8344 367.156089 5.515778 2000-2009 –> 2010-2019 2.2316132 1.1532304 3022.1332 479.462708 7 12
Indian (27.75,27.85] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 372 1.0412786 1097.7846 124.781952 3.608587 2000-2009 –> 2010-2019 2.2636796 1.2224010 3066.4492 274.803780 6 14
Indian (27.75,27.85] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 372 1.0411394 1097.6851 153.453759 3.603468 2000-2009 –> 2010-2019 2.2640082 1.2228689 3066.8120 332.561711 5 14
Indian (27.75,27.85] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 372 1.1353886 1162.1596 357.220497 5.833448 2000-2009 –> 2010-2019 2.3577881 1.2223995 3130.8228 471.747658 9 16
Indian (27.75,27.85] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 372 1.0915532 1132.8659 134.862992 3.778160 2000-2009 –> 2010-2019 2.4083751 1.3168219 3191.4108 293.410312 8 23
Indian (27.75,27.85] 3 cstar_tref ~ aou + silicate + phosphate 372 1.1755900 1186.0473 183.311366 4.276460 2000-2009 –> 2010-2019 2.4637632 1.2881732 3216.0209 308.474598 11 23
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 774 1.1818305 2469.1327 201.291700 8.063419 1982-1999 –> 2000-2009 1.9117014 0.7298709 4313.6492 334.483929 1 3
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 774 1.1897670 2479.4934 293.546189 8.048502 1982-1999 –> 2000-2009 1.9195584 0.7297915 4323.8293 423.908510 2 3
Indian (27.85,27.95] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 774 1.2277061 2526.0852 100.686072 8.145381 1982-1999 –> 2000-2009 1.9578805 0.7301743 4369.2907 211.437392 5 8
Indian (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 774 1.2418226 2543.7829 111.519898 8.044999 1982-1999 –> 2000-2009 1.9720471 0.7302245 4387.1024 224.199263 6 10
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 774 1.2234713 2522.7362 223.399285 7.710559 1982-1999 –> 2000-2009 1.9949799 0.7715087 4459.2389 326.223004 3 8
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 774 1.2264941 2524.5561 150.550292 7.527289 1982-1999 –> 2000-2009 2.0604559 0.8339618 4588.1170 252.804714 4 11
Indian (27.85,27.95] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 774 1.3271375 2646.6386 115.247436 7.903452 1982-1999 –> 2000-2009 2.1309479 0.8038104 4649.1449 217.616308 7 13
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate 774 1.4757191 2810.9139 109.354147 7.470382 1982-1999 –> 2000-2009 2.3401911 0.8644720 4934.0488 187.259726 10 18
Indian (27.85,27.95] 3 cstar_tref ~ sal + silicate + phosphate_star 774 1.4521858 2784.0290 72.975871 6.401439 1982-1999 –> 2000-2009 2.3840894 0.9319035 5029.6970 175.105602 9 18
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + aou + silicate 774 1.6425387 2976.7010 143.253232 6.405278 1982-1999 –> 2000-2009 2.6122852 0.9697465 5290.3664 229.357533 20 30
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 391 1.1542195 1235.7678 167.323148 8.131158 2000-2009 –> 2010-2019 2.3360500 1.1818305 3704.9005 368.614848 1 2
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 391 1.1548164 1236.1721 167.327829 8.149176 2000-2009 –> 2010-2019 2.3445833 1.1897670 3715.6655 460.874018 2 4
Indian (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 391 1.1678621 1244.9566 151.123833 8.345180 2000-2009 –> 2010-2019 2.3913333 1.2234713 3767.6929 374.523118 3 6
Indian (27.85,27.95] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 391 1.2155106 1274.2284 163.457995 8.287741 2000-2009 –> 2010-2019 2.4432167 1.2277061 3800.3136 264.144067 4 9
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 391 1.2292209 1282.9995 148.529863 7.860914 2000-2009 –> 2010-2019 2.4557150 1.2264941 3807.5557 299.080155 5 9
Indian (27.85,27.95] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 391 1.2426374 1291.4885 164.900123 8.260274 2000-2009 –> 2010-2019 2.4844599 1.2418226 3835.2714 276.420021 6 12
Indian (27.85,27.95] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 391 1.2684140 1307.5440 151.118780 8.638496 2000-2009 –> 2010-2019 2.5955515 1.3271375 3954.1826 266.366216 7 14
Indian (27.85,27.95] 3 cstar_tref ~ sal + silicate + phosphate_star 391 1.4723233 1422.1201 147.735860 7.803255 2000-2009 –> 2010-2019 2.9245091 1.4521858 4206.1491 220.711731 8 17
Indian (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate 391 1.6334930 1505.3535 115.389434 6.187253 2000-2009 –> 2010-2019 3.1092121 1.4757191 4316.2674 224.743580 9 19
Indian (27.85,27.95] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 391 1.6788224 1528.7584 813.561601 4.459981 2000-2009 –> 2010-2019 3.1131854 1.4343630 4297.6711 1644.790529 10 18
Indian (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 858 1.0813006 2583.0290 789.325588 7.010613 1982-1999 –> 2000-2009 1.8872151 0.8059145 5135.6985 937.241057 2 3
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 858 1.0464903 2526.8769 793.477610 5.734491 1982-1999 –> 2000-2009 1.9377416 0.8912514 5291.9155 934.294135 1 7
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 858 1.4905675 3133.8518 244.913549 8.217314 1982-1999 –> 2000-2009 2.3618002 0.8712327 5850.9567 385.336413 5 7
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 858 1.4969229 3141.1528 325.713532 8.381629 1982-1999 –> 2000-2009 2.3686663 0.8717434 5859.4942 464.829526 8 11
Indian (27.95,28.05] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 858 1.4983571 3140.7961 104.494479 7.503814 1982-1999 –> 2000-2009 2.3706369 0.8722799 5858.4355 209.687441 9 14
Indian (27.95,28.05] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 858 1.5038857 3147.1162 108.083528 7.705419 1982-1999 –> 2000-2009 2.3756333 0.8717476 5863.4676 220.505765 10 14
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 858 1.4934023 3137.1122 258.181922 9.341037 1982-1999 –> 2000-2009 2.4490598 0.9556575 6049.3720 408.588854 7 14
Indian (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 858 1.5061106 3149.6529 192.306821 8.920846 1982-1999 –> 2000-2009 2.4664184 0.9603079 6070.1554 311.983490 11 19
Indian (27.95,28.05] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 858 1.5508822 3199.9203 93.917837 7.673449 1982-1999 –> 2000-2009 2.5555999 1.0047178 6215.8117 227.301238 12 21
Indian (27.95,28.05] 3 cstar_tref ~ sal + silicate + phosphate_star 858 1.5525909 3199.8100 70.832509 7.649586 1982-1999 –> 2000-2009 2.5961221 1.0435312 6293.6781 159.170806 13 24
Indian (27.95,28.05] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 462 1.2641155 1541.6595 916.343934 7.017844 2000-2009 –> 2010-2019 2.3454161 1.0813006 4124.6885 1705.669522 1 3
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 462 1.3283846 1587.4816 842.612024 4.347443 2000-2009 –> 2010-2019 2.3748748 1.0464903 4114.3585 1636.089634 2 3
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 462 1.3596958 1609.0084 140.653779 7.576753 2000-2009 –> 2010-2019 2.8502633 1.4905675 4742.8602 385.567329 3 7
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 462 1.3597049 1609.0146 164.364521 7.519554 2000-2009 –> 2010-2019 2.8566278 1.4969229 4750.1674 490.078053 4 11
Indian (27.95,28.05] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 462 1.3633988 1609.5214 107.747877 6.900905 2000-2009 –> 2010-2019 2.8617559 1.4983571 4750.3175 212.242356 6 14
Indian (27.95,28.05] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 462 1.3606586 1607.6624 112.265234 7.174477 2000-2009 –> 2010-2019 2.8645443 1.5038857 4754.7786 220.348762 5 14
Indian (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 462 1.4016271 1637.0728 135.887706 8.542644 2000-2009 –> 2010-2019 2.8950294 1.4934023 4774.1850 394.069628 7 13
Indian (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 462 1.4181210 1645.8827 111.114576 9.289019 2000-2009 –> 2010-2019 2.9242316 1.5061106 4795.5356 303.421397 8 18
Indian (27.95,28.05] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 462 1.4219270 1648.3592 126.746062 7.057365 2000-2009 –> 2010-2019 2.9728091 1.5508822 4848.2795 220.663898 9 20
Indian (27.95,28.05] 3 cstar_tref ~ sal + silicate + phosphate_star 462 1.5122374 1703.2566 97.382335 6.532571 2000-2009 –> 2010-2019 3.0648283 1.5525909 4903.0666 168.214843 11 23
Indian (28.05,28.1] 4 cstar_tref ~ temp + aou + nitrate + silicate 459 1.0640549 1371.5815 863.807022 3.130722 1982-1999 –> 2000-2009 2.0050769 0.9410219 3170.9064 1167.531842 1 7
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 459 1.1870867 1472.0245 981.615847 3.056196 1982-1999 –> 2000-2009 2.0788235 0.8917368 3200.5548 1384.201716 2 3
Indian (28.05,28.1] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 459 1.2082915 1488.2779 616.670060 3.127860 1982-1999 –> 2000-2009 2.1214876 0.9131961 3248.1021 925.821058 3 5
Indian (28.05,28.1] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 459 1.2116953 1490.8604 691.122825 3.070700 1982-1999 –> 2000-2009 2.1366763 0.9249810 3267.5591 1033.301936 4 7
Indian (28.05,28.1] 3 cstar_tref ~ temp + aou + nitrate 459 1.2182634 1493.8230 559.596169 3.144087 1982-1999 –> 2000-2009 2.1650973 0.9468338 3299.2509 834.380903 5 13
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate 459 1.2618837 1528.1175 465.511018 4.487294 1982-1999 –> 2000-2009 2.3214801 1.0595964 3483.6214 829.345449 6 21
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 459 1.4800508 1676.5117 303.870735 4.480460 1982-1999 –> 2000-2009 2.4186111 0.9385604 3474.3898 624.001475 15 20
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 459 1.4866819 1680.6155 261.480440 4.581183 1982-1999 –> 2000-2009 2.4203658 0.9336840 3471.6382 579.678914 17 21
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 459 1.3748272 1608.8107 255.566048 4.891715 1982-1999 –> 2000-2009 2.4203830 1.0455558 3548.7598 604.282180 8 20
Indian (28.05,28.1] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 459 1.3811091 1610.9957 77.806184 4.902802 1982-1999 –> 2000-2009 2.4388570 1.0577479 3564.2017 292.847784 9 23
Indian (28.05,28.1] 3 cstar_tref ~ temp + aou + nitrate 285 1.2496092 945.8085 935.127917 3.549527 2000-2009 –> 2010-2019 2.4678726 1.2182634 2439.6316 1494.724087 1 2
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + phosphate 285 1.3018094 971.1354 981.139877 3.782116 2000-2009 –> 2010-2019 2.5636931 1.2618837 2499.2529 1446.650895 7 9
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 285 1.3024468 973.4144 309.044337 3.508024 2000-2009 –> 2010-2019 2.6772741 1.3748272 2582.2252 564.610385 8 11
Indian (28.05,28.1] 4 cstar_tref ~ sal + nitrate + silicate + phosphate_star 285 1.3212275 979.5749 254.361803 3.499073 2000-2009 –> 2010-2019 2.7023367 1.3811091 2590.5706 332.167987 11 15
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 285 1.2573922 953.3477 314.405210 3.542225 2000-2009 –> 2010-2019 2.7374429 1.4800508 2629.8594 618.275945 3 12
Indian (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 285 1.2549937 952.2594 310.846482 3.522236 2000-2009 –> 2010-2019 2.7416756 1.4866819 2632.8749 572.326922 2 13
Indian (28.05,28.1] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 285 1.2828287 962.7635 254.410994 3.551941 2000-2009 –> 2010-2019 2.7702034 1.4873746 2641.8066 377.028855 5 17
Indian (28.05,28.1] 4 cstar_tref ~ sal + silicate + phosphate + phosphate_star 285 1.2924594 967.0267 280.047164 3.554083 2000-2009 –> 2010-2019 2.7725228 1.4800634 2641.5462 408.845171 6 16
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate 285 1.2825755 962.6510 237.936177 3.352630 2000-2009 –> 2010-2019 2.7964331 1.5138575 2657.8954 362.949778 4 20
Indian (28.05,28.1] 4 cstar_tref ~ sal + temp + nitrate + silicate 285 1.3441875 989.3951 190.454989 3.435633 2000-2009 –> 2010-2019 2.8024406 1.4582532 2650.2863 261.284452 13 20
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1330 0.8757275 3435.3935 488.427536 3.020910 1982-1999 –> 2000-2009 1.4832602 0.6075328 6634.6328 850.342886 1 3
Indian (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1330 0.8901181 3478.7496 837.950427 2.941829 1982-1999 –> 2000-2009 1.4951639 0.6050457 6663.7956 1396.366237 2 3
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1330 0.8945555 3491.9772 596.025406 2.978757 1982-1999 –> 2000-2009 1.5165469 0.6219914 6772.5960 1013.515124 4 9
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1330 0.8952215 3493.9568 465.344204 2.968952 1982-1999 –> 2000-2009 1.5166541 0.6214326 6771.4659 1000.285873 5 9
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1330 0.8907418 3480.6126 572.592010 2.994925 1982-1999 –> 2000-2009 1.5229231 0.6321814 6817.4567 1052.995195 3 10
Indian (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 1330 0.9062011 3524.3824 455.473344 2.752331 1982-1999 –> 2000-2009 1.5295582 0.6233570 6810.5898 816.264628 6 12
Indian (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 1330 0.9334794 3603.2716 303.356581 3.387285 1982-1999 –> 2000-2009 1.5413163 0.6078369 6802.2424 582.378561 7 10
Indian (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 1330 0.9841268 3743.8151 286.517263 3.395664 1982-1999 –> 2000-2009 1.6351159 0.6509891 7180.0945 775.624874 8 16
Indian (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 1330 0.9845340 3744.9156 393.438624 3.393553 1982-1999 –> 2000-2009 1.6359649 0.6514309 7183.5422 678.496829 9 18
Indian (28.1,28.2] 3 cstar_tref ~ temp + aou + nitrate 1330 0.9896013 3756.5710 210.921384 3.224997 1982-1999 –> 2000-2009 1.6412034 0.6516021 7194.1071 411.569766 11 21
Indian (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 851 0.8125446 2075.7245 801.269149 3.118060 2000-2009 –> 2010-2019 1.7026627 0.8901181 5554.4741 1639.219576 1 3
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 851 0.8244386 2100.4579 974.223948 3.378850 2000-2009 –> 2010-2019 1.7189941 0.8945555 5592.4350 1570.249354 2 6
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 851 0.8265285 2104.7668 882.933656 3.383296 2000-2009 –> 2010-2019 1.7217500 0.8952215 5598.7236 1348.277860 3 8
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 851 0.8340018 2120.0868 956.921196 3.419238 2000-2009 –> 2010-2019 1.7247436 0.8907418 5600.6994 1529.513205 4 7
Indian (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 851 0.8491693 2150.7619 784.202561 3.390432 2000-2009 –> 2010-2019 1.7248967 0.8757275 5586.1555 1272.630097 5 6
Indian (28.1,28.2] 4 cstar_tref ~ sal + temp + aou + nitrate 851 0.8495637 2149.5524 782.433199 3.386287 2000-2009 –> 2010-2019 1.7557649 0.9062011 5673.9348 1237.906543 6 12
Indian (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + silicate 851 0.9460058 2332.5611 587.751321 4.317853 2000-2009 –> 2010-2019 1.8794851 0.9334794 5935.8327 891.107902 9 16
Indian (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 851 0.9987581 2424.9184 638.071082 3.192005 2000-2009 –> 2010-2019 1.9832922 0.9845340 6169.8340 1031.509706 11 20
Indian (28.1,28.2] 4 cstar_tref ~ temp + aou + nitrate + phosphate 851 1.0036115 2433.1692 561.205819 3.136246 2000-2009 –> 2010-2019 1.9877384 0.9841268 6176.9843 847.723082 13 21
Indian (28.1,28.2] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 851 1.0084489 2441.3530 602.296034 3.130494 2000-2009 –> 2010-2019 1.9957609 0.9873120 6193.7635 966.744409 14 24
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2292 0.4537308 2895.9025 189.815402 1.679184 1982-1999 –> 2000-2009 0.8292817 0.3755509 6050.2424 303.381679 9 10
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2292 0.4508265 2866.4663 402.715463 1.640938 1982-1999 –> 2000-2009 0.8301993 0.3793728 6093.1418 606.797185 6 8
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2292 0.4527103 2885.5815 451.009690 1.636624 1982-1999 –> 2000-2009 0.8327535 0.3800432 6124.8696 608.184146 7 11
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2292 0.4532295 2890.8353 257.081851 1.640959 1982-1999 –> 2000-2009 0.8332023 0.3799728 6128.7997 437.829712 8 11
Indian (28.2,28.3] 4 cstar_tref ~ sal + temp + aou + nitrate 2292 0.4557036 2913.7905 163.433359 1.684228 1982-1999 –> 2000-2009 0.8376408 0.3819372 6186.5935 273.425897 11 16
Indian (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2292 0.4584771 2943.6053 434.254442 1.755953 1982-1999 –> 2000-2009 0.8420585 0.3835814 6249.0972 769.426996 13 20
Indian (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2292 0.4585220 2944.0542 766.924335 1.776982 1982-1999 –> 2000-2009 0.8420630 0.3835410 6248.7938 950.464560 14 20
Indian (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2292 0.4585391 2944.2247 738.713634 1.784443 1982-1999 –> 2000-2009 0.8424885 0.3839495 6256.5680 981.441435 15 23
Indian (28.2,28.3] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 2292 0.4600643 2957.4471 321.690638 1.674159 1982-1999 –> 2000-2009 0.8449966 0.3849323 6286.0538 461.662989 18 27
Indian (28.2,28.3] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2292 0.4603426 2960.2189 186.493464 1.681526 1982-1999 –> 2000-2009 0.8453250 0.3849825 6289.7570 330.672085 19 30
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1813 0.4715328 2433.1657 162.895809 2.730952 2000-2009 –> 2010-2019 0.8877407 0.4162079 4933.3809 216.197595 15 19
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 1813 0.4528835 2286.8431 303.978757 2.434807 2000-2009 –> 2010-2019 0.9037100 0.4508265 5153.3094 706.694220 3 8
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1813 0.4511701 2273.0985 202.188303 2.689485 2000-2009 –> 2010-2019 0.9049009 0.4537308 5169.0009 392.003705 2 10
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 1813 0.4532759 2289.9833 273.178412 2.423341 2000-2009 –> 2010-2019 0.9065054 0.4532295 5180.8186 530.260264 4 11
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 1813 0.4551939 2305.2941 280.343733 2.427451 2000-2009 –> 2010-2019 0.9079043 0.4527103 5190.8756 731.353423 5 11
Indian (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1813 0.4554297 2307.1714 631.301207 2.291307 2000-2009 –> 2010-2019 0.9129907 0.4575611 5241.6084 1225.445864 6 17
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1813 0.5185025 2777.4763 213.621375 2.995256 2000-2009 –> 2010-2019 0.9307586 0.4122561 5233.9600 265.129986 26 27
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1813 0.5188963 2780.2291 214.748641 2.993367 2000-2009 –> 2010-2019 0.9315856 0.4126893 5241.5274 271.348897 28 30
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1813 0.4556097 2308.6045 612.261315 2.260642 2000-2009 –> 2010-2019 0.9319105 0.4763008 5427.0398 1262.524982 7 34
Indian (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1813 0.5193699 2783.5371 466.475004 2.984987 2000-2009 –> 2010-2019 0.9329786 0.4136087 5255.0364 621.387340 29 32
Indian (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2556 0.5728544 4419.5978 850.541186 2.138130 1982-1999 –> 2000-2009 0.9411983 0.3683439 6693.4346 1464.978957 1 4
Indian (28.3, Inf] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2556 0.5825424 4505.3273 532.936424 2.139089 1982-1999 –> 2000-2009 0.9544206 0.3718783 6830.5217 972.857497 2 7
Indian (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2556 0.5846711 4523.9737 382.206739 2.122855 1982-1999 –> 2000-2009 0.9548153 0.3701442 6824.0326 677.735675 3 7
Indian (28.3, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2556 0.5993649 4650.8595 741.466472 2.122542 1982-1999 –> 2000-2009 0.9719872 0.3726223 6986.8033 1610.307367 10 16
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2556 0.5923418 4590.6049 112.945187 2.142015 1982-1999 –> 2000-2009 0.9875047 0.3951630 7242.4146 237.149991 4 14
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2556 0.5950605 4614.0146 82.952715 2.117797 1982-1999 –> 2000-2009 0.9907064 0.3956458 7272.3919 167.260365 5 16
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2556 0.5994289 4651.4048 98.400622 2.105656 1982-1999 –> 2000-2009 0.9932394 0.3938106 7284.7771 202.091723 11 20
Indian (28.3, Inf] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 2556 0.5952266 4613.4408 87.076948 2.161903 1982-1999 –> 2000-2009 0.9967444 0.4015179 7349.0500 179.578974 6 23
Indian (28.3, Inf] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 2556 0.5977451 4635.0253 49.694460 2.135869 1982-1999 –> 2000-2009 0.9998639 0.4021188 7378.6766 125.177319 8 27
Indian (28.3, Inf] 4 cstar_tref ~ temp + aou + silicate + phosphate 2556 0.6017275 4668.9703 75.550266 2.121061 1982-1999 –> 2000-2009 1.0025223 0.4007949 7394.8864 152.871166 12 28
Indian (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1764 0.5878907 3145.8913 791.254701 3.842007 2000-2009 –> 2010-2019 1.1607451 0.5728544 7565.4891 1641.795887 2 3
Indian (28.3, Inf] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1764 0.5880412 3146.7946 497.173748 3.836876 2000-2009 –> 2010-2019 1.1705836 0.5825424 7652.1219 1030.110172 3 5
Indian (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1764 0.5883353 3148.5583 332.322835 3.841040 2000-2009 –> 2010-2019 1.1730064 0.5846711 7672.5320 714.529574 5 8
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1764 0.5887771 3151.2065 97.519808 3.864636 2000-2009 –> 2010-2019 1.1811188 0.5923418 7741.8114 210.464995 6 10
Indian (28.3, Inf] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1764 0.5889078 3149.9898 51.796546 3.869839 2000-2009 –> 2010-2019 1.1841344 0.5952266 7763.4306 138.873494 7 13
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1764 0.5892029 3153.7574 72.486572 3.861865 2000-2009 –> 2010-2019 1.1842634 0.5950605 7767.7720 155.439288 8 13
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1764 0.5909742 3164.3473 275.095183 3.922013 2000-2009 –> 2010-2019 1.1864261 0.5954519 7781.7228 623.115254 14 21
Indian (28.3, Inf] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 1764 0.5893386 3152.5696 43.722818 3.867065 2000-2009 –> 2010-2019 1.1870837 0.5977451 7787.5949 93.417278 10 18
Indian (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1764 0.5893295 3154.5149 88.369789 3.863454 2000-2009 –> 2010-2019 1.1887583 0.5994289 7805.9197 186.770412 9 20
Indian (28.3, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1764 0.5914331 3167.0859 677.748710 3.844272 2000-2009 –> 2010-2019 1.1907980 0.5993649 7817.9454 1419.215182 16 26
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2234 4.6128231 13184.6747 25.996049 21.141924 1982-1999 –> 2000-2009 8.8554491 4.2426261 18090.5933 49.303750 1 2
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2234 4.9898737 13535.7279 32.298750 25.087142 1982-1999 –> 2000-2009 9.3299142 4.3400406 18480.4202 65.781854 2 5
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2234 4.9946150 13539.9713 29.603058 25.219325 1982-1999 –> 2000-2009 9.3470667 4.3524517 18489.5411 57.648363 3 7
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2234 5.0732141 13609.7357 38.461515 25.168984 1982-1999 –> 2000-2009 9.3507192 4.2775051 18529.6386 75.578460 5 7
Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 2234 5.0172333 13558.1592 18.828173 26.556805 1982-1999 –> 2000-2009 9.3840403 4.3668070 18511.3530 34.316477 4 9
Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2234 5.1925544 13713.6220 120.579817 26.149628 1982-1999 –> 2000-2009 10.4719143 5.2793599 18992.9478 268.926719 6 13
Pacific (-Inf,26] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2234 5.5523949 14012.9941 38.091564 23.131077 1982-1999 –> 2000-2009 10.6818686 5.1294737 19243.1263 75.156038 7 13
Pacific (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2234 5.8112776 14216.6057 33.729050 24.301537 1982-1999 –> 2000-2009 11.2469393 5.4356618 19545.7648 69.448660 9 17
Pacific (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2234 5.8776242 14267.3274 30.940449 24.460684 1982-1999 –> 2000-2009 11.4183100 5.5406858 19629.1724 63.179859 11 20
Pacific (-Inf,26] 4 cstar_tref ~ temp + aou + nitrate + silicate 2234 5.9272393 14302.8850 23.301337 25.273283 1982-1999 –> 2000-2009 11.5376074 5.6103681 19684.0767 42.563072 13 23
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3493 4.3124876 20136.8477 31.386225 53.769311 2000-2009 –> 2010-2019 8.9253107 4.6128231 33321.5224 57.382273 1 2
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3493 4.5061661 20443.7553 35.277714 52.110294 2000-2009 –> 2010-2019 9.4960398 4.9898737 33979.4832 67.576465 2 4
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3493 4.5114711 20451.9749 31.166538 53.210768 2000-2009 –> 2010-2019 9.5060861 4.9946150 33991.9462 60.769595 3 6
Pacific (-Inf,26] 4 cstar_tref ~ sal + temp + aou + nitrate 3493 4.5518428 20512.2122 24.105350 58.851064 2000-2009 –> 2010-2019 9.5690761 5.0172333 34070.3714 42.933523 4 8
Pacific (-Inf,26] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3493 4.5854075 20565.5372 41.211949 57.139243 2000-2009 –> 2010-2019 9.6586216 5.0732141 34175.2729 79.673464 5 10
Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 3493 4.6485083 20661.0175 179.743725 55.364400 2000-2009 –> 2010-2019 9.8410627 5.1925544 34374.6395 300.323542 6 12
Pacific (-Inf,26] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3493 4.8957365 21023.0206 43.061028 54.684698 2000-2009 –> 2010-2019 10.4481314 5.5523949 35036.0146 81.152592 7 14
Pacific (-Inf,26] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 3493 5.1247073 21342.3414 183.610607 33.277956 2000-2009 –> 2010-2019 10.7940617 5.6693544 35448.4751 319.808021 11 19
Pacific (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3493 5.0134094 21188.9484 37.408079 48.631336 2000-2009 –> 2010-2019 10.8246870 5.8112776 35405.5542 71.137129 8 17
Pacific (-Inf,26] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3493 5.0178445 21195.1258 29.540591 46.780673 2000-2009 –> 2010-2019 10.8954687 5.8776242 35462.4531 60.481040 9 20
Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2062 3.1698863 10623.5437 27.513638 13.922090 1982-1999 –> 2000-2009 6.1655165 2.9956302 16857.3259 46.015471 2 4
Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2062 3.1519799 10600.1816 41.557183 14.246693 1982-1999 –> 2000-2009 6.1660499 3.0140699 16849.1337 68.103384 1 4
Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2062 3.2365013 10709.3113 80.749022 13.109954 1982-1999 –> 2000-2009 6.2174810 2.9809797 16930.9743 168.553702 5 6
Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2062 3.2406867 10714.6409 88.181366 15.784526 1982-1999 –> 2000-2009 6.2709411 3.0302543 16976.8313 178.238056 6 10
Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2062 3.2258414 10695.7058 45.553536 16.450106 1982-1999 –> 2000-2009 6.2952202 3.0693788 16989.6085 76.096880 3 10
Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2062 3.2302217 10701.3019 47.919205 16.623965 1982-1999 –> 2000-2009 6.3212384 3.0910167 17012.5701 78.885761 4 12
Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 2062 3.3384574 10835.2209 26.045461 15.431779 1982-1999 –> 2000-2009 6.4533371 3.1148798 17163.5001 43.725192 8 18
Pacific (26,26.5] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 2062 3.3305266 10825.4124 33.897158 15.701026 1982-1999 –> 2000-2009 6.4604965 3.1299698 17165.6383 55.140264 7 18
Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 2062 3.3813330 10887.8480 77.217665 14.626238 1982-1999 –> 2000-2009 6.4777610 3.0964280 17201.4401 161.537577 9 18
Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2062 3.5261164 11062.7554 754.658442 12.758974 1982-1999 –> 2000-2009 6.5598887 3.0337723 17327.8139 1622.263699 10 15
Pacific (26,26.5] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2575 3.1252022 13189.9532 26.443269 17.371721 2000-2009 –> 2010-2019 6.2771821 3.1519799 23790.1348 68.000452 4 5
Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2575 3.0717563 13101.1184 27.954960 19.054665 2000-2009 –> 2010-2019 6.2975977 3.2258414 23796.8242 73.508497 1 4
Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2575 3.1372913 13209.8364 21.945302 16.938462 2000-2009 –> 2010-2019 6.3071776 3.1698863 23833.3801 49.458940 5 7
Pacific (26,26.5] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2575 3.0809850 13116.5676 28.922862 19.334646 2000-2009 –> 2010-2019 6.3112067 3.2302217 23817.8694 76.842067 3 7
Pacific (26,26.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2575 3.0785967 13112.5738 97.466394 17.875477 2000-2009 –> 2010-2019 6.3192834 3.2406867 23827.2148 185.647760 2 8
Pacific (26,26.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2575 3.1976106 13307.9132 82.898246 19.352356 2000-2009 –> 2010-2019 6.4341119 3.2365013 24017.2245 163.647268 6 11
Pacific (26,26.5] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 2575 3.2995778 13467.5753 21.938193 18.622743 2000-2009 –> 2010-2019 6.6301045 3.3305266 24292.9877 55.835351 7 14
Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 2575 3.3012503 13470.1850 17.987348 18.288404 2000-2009 –> 2010-2019 6.6397077 3.3384574 24305.4060 44.032809 8 16
Pacific (26,26.5] 4 cstar_tref ~ temp + aou + silicate + phosphate 2575 3.3354411 13523.2488 82.162004 17.177906 2000-2009 –> 2010-2019 6.7167741 3.3813330 24411.0969 159.379669 9 18
Pacific (26,26.5] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2575 3.4369316 13679.6158 792.763313 32.857336 2000-2009 –> 2010-2019 6.9630481 3.5261164 24742.3712 1547.421754 10 20
Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 1715 2.5048709 8030.5128 936.327016 18.170914 1982-1999 –> 2000-2009 4.1287575 1.6238866 12228.9794 1762.011108 1 2
Pacific (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 1715 2.5478776 8086.9034 586.159084 19.301777 1982-1999 –> 2000-2009 4.2252645 1.6773869 12354.6176 1139.369139 4 6
Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 1715 2.5273147 8061.1089 216.526357 14.920265 1982-1999 –> 2000-2009 4.2416061 1.7142915 12378.6574 402.656642 3 6
Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1715 2.5235058 8055.9357 157.399305 11.713997 1982-1999 –> 2000-2009 4.2840191 1.7605132 12431.9632 275.480138 2 6
Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 1715 2.5827091 8133.4765 142.728187 11.795220 1982-1999 –> 2000-2009 4.3546281 1.7719190 12521.6982 252.490584 6 11
Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 1715 2.5889566 8143.7636 44.970952 14.855904 1982-1999 –> 2000-2009 4.3759254 1.7869689 12552.5752 71.808242 8 14
Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1715 2.5751286 8125.3943 70.382013 11.794989 1982-1999 –> 2000-2009 4.4057214 1.8305929 12587.2197 122.522969 5 13
Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 1715 2.6060321 8166.3120 64.621141 14.778828 1982-1999 –> 2000-2009 4.4135044 1.8074723 12600.1996 99.795848 9 16
Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1715 2.5877738 8142.1962 74.358795 11.811905 1982-1999 –> 2000-2009 4.4361850 1.8484112 12625.3127 128.723411 7 17
Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 1715 2.6378700 8205.9624 29.402398 11.820957 1982-1999 –> 2000-2009 4.4750935 1.8372235 12673.7348 46.867668 10 19
Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2364 2.5988509 11238.3095 133.647884 11.164162 2000-2009 –> 2010-2019 5.1223567 2.5235058 19294.2452 291.047189 1 3
Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2364 2.6441033 11319.9270 55.566837 11.078507 2000-2009 –> 2010-2019 5.2192318 2.5751286 19445.3213 125.948851 2 7
Pacific (26.5,26.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2364 2.6565762 11342.1778 57.206009 11.055564 2000-2009 –> 2010-2019 5.2443500 2.5877738 19484.3740 131.564804 3 10
Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2364 2.7650444 11531.3855 135.727454 11.735122 2000-2009 –> 2010-2019 5.2923591 2.5273147 19592.4944 352.253811 4 7
Pacific (26.5,26.75] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2364 2.8180050 11621.0874 748.789739 14.359195 2000-2009 –> 2010-2019 5.3228759 2.5048709 19651.6001 1685.116755 6 7
Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate 2364 2.7726504 11542.3732 117.602833 11.003040 2000-2009 –> 2010-2019 5.3553594 2.5827091 19675.8497 260.331020 5 11
Pacific (26.5,26.75] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2364 2.8255728 11631.7675 608.707150 14.365981 2000-2009 –> 2010-2019 5.3734504 2.5478776 19718.6708 1194.866235 9 13
Pacific (26.5,26.75] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2364 2.8210916 11626.2632 24.872924 11.383894 2000-2009 –> 2010-2019 5.4100482 2.5889566 19770.0268 69.843876 7 15
Pacific (26.5,26.75] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2364 2.8366039 11652.1897 34.837119 11.258558 2000-2009 –> 2010-2019 5.4426360 2.6060321 19818.5017 99.458260 10 19
Pacific (26.5,26.75] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 2364 2.8252026 11631.1481 21.734839 10.848785 2000-2009 –> 2010-2019 5.4630727 2.6378700 19837.1105 51.137238 8 18
Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2384 2.8112213 11707.7944 206.333322 12.565637 1982-1999 –> 2000-2009 4.7619201 1.9506988 17357.0352 444.028795 5 6
Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2384 2.7027562 11520.1881 147.360818 12.840401 1982-1999 –> 2000-2009 4.7695864 2.0668302 17325.5657 291.070563 1 4
Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2384 2.7962745 11682.3761 710.744818 14.738077 1982-1999 –> 2000-2009 4.8256765 2.0294020 17438.4113 1318.696717 4 6
Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2384 2.7477838 11598.9680 39.063862 13.933035 1982-1999 –> 2000-2009 4.9297997 2.1820159 17550.7748 76.739334 2 8
Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2384 2.7562182 11613.5811 56.776418 13.990288 1982-1999 –> 2000-2009 4.9585619 2.2023437 17590.4249 107.973944 3 11
Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 2384 2.9135988 11878.3458 142.338939 13.525533 1982-1999 –> 2000-2009 5.0721006 2.1585018 17800.8986 310.107607 6 11
Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2384 2.9270624 11900.3277 163.095379 13.514632 1982-1999 –> 2000-2009 5.1172624 2.1902000 17862.2425 354.727863 8 15
Pacific (26.75,27] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 2384 3.0105062 12032.3511 710.097445 14.443840 1982-1999 –> 2000-2009 5.1483304 2.1378242 17926.9143 1311.516533 13 17
Pacific (26.75,27] 4 cstar_tref ~ temp + aou + nitrate + phosphate 2384 3.0388336 12077.0058 145.644373 13.861279 1982-1999 –> 2000-2009 5.3122227 2.2733891 18137.5735 287.871294 18 27
Pacific (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2384 2.9848288 11991.5091 484.137705 13.553775 1982-1999 –> 2000-2009 5.3325812 2.3477524 18138.9809 940.932226 12 22
Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 2889 2.7726845 14105.1237 165.437383 17.647698 2000-2009 –> 2010-2019 5.4754407 2.7027562 25625.3118 312.798201 1 2
Pacific (26.75,27] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 2889 2.7996613 14156.1720 30.011419 18.652497 2000-2009 –> 2010-2019 5.5474451 2.7477838 25755.1400 69.075281 2 4
Pacific (26.75,27] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 2889 2.8063781 14170.0128 46.021386 18.711781 2000-2009 –> 2010-2019 5.5625963 2.7562182 25783.5939 102.797804 3 6
Pacific (26.75,27] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 2889 2.8755119 14310.5775 817.422814 15.056798 2000-2009 –> 2010-2019 5.6717864 2.7962745 25992.9537 1528.167632 4 8
Pacific (26.75,27] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2889 3.0857277 14718.1137 49.158293 13.890570 2000-2009 –> 2010-2019 6.0087743 2.9230465 26611.8953 118.738385 5 12
Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2889 3.2340253 14994.4248 238.174142 20.082097 2000-2009 –> 2010-2019 6.0452466 2.8112213 26702.2192 444.507464 13 18
Pacific (26.75,27] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 2889 3.1091550 14759.8003 14.525182 14.380919 2000-2009 –> 2010-2019 6.0502216 2.9410666 26680.8855 34.513206 6 15
Pacific (26.75,27] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2889 3.1417739 14827.2094 159.742090 10.569061 2000-2009 –> 2010-2019 6.0999992 2.9582253 26778.0312 291.264155 7 17
Pacific (26.75,27] 4 cstar_tref ~ temp + aou + silicate + phosphate 2889 3.1749655 14885.9316 120.426889 11.280926 2000-2009 –> 2010-2019 6.1500789 2.9751134 26861.8958 221.616423 9 20
Pacific (26.75,27] 4 cstar_tref ~ aou + silicate + phosphate + phosphate_star 2889 3.1663176 14865.0291 570.483860 14.245418 2000-2009 –> 2010-2019 6.1511464 2.9848288 26856.5382 1054.621564 8 20
Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3246 2.5631241 15336.1939 238.996511 10.354703 1982-1999 –> 2000-2009 4.6671075 2.1039834 22219.1544 488.624832 2 5
Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3246 2.6148934 15466.0108 103.588445 10.827329 1982-1999 –> 2000-2009 4.6844933 2.0695999 22296.6400 220.267960 6 7
Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3246 2.6182611 15474.3663 118.260152 10.845464 1982-1999 –> 2000-2009 4.6896213 2.0713602 22307.6958 251.456705 7 9
Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3246 2.5779123 15373.5423 156.942479 9.776178 1982-1999 –> 2000-2009 4.8171442 2.2392319 22454.3692 314.244088 4 12
Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3246 2.5918107 15406.4491 153.796244 10.177403 1982-1999 –> 2000-2009 4.8345826 2.2427718 22490.2928 303.485488 5 14
Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3246 2.6351625 15516.1389 23.906742 10.431210 1982-1999 –> 2000-2009 4.8657095 2.2305470 22584.6237 48.528887 8 12
Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3246 2.6389557 15523.4771 23.905602 10.637202 1982-1999 –> 2000-2009 4.8695031 2.2305474 22589.9624 45.912092 10 15
Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3246 2.6370914 15520.8893 35.757128 10.435869 1982-1999 –> 2000-2009 4.8696280 2.2325366 22592.2057 70.778423 9 15
Pacific (27,27.25] 4 cstar_tref ~ temp + nitrate + phosphate + phosphate_star 3246 2.6411174 15528.7930 35.750279 10.652552 1982-1999 –> 2000-2009 4.8736630 2.2325455 22598.1221 68.530229 11 18
Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3246 2.5366748 15268.8537 658.769145 8.893145 1982-1999 –> 2000-2009 4.8830497 2.3463749 22498.1226 1246.314705 1 11
Pacific (27,27.25] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 3879 2.3465738 17639.3600 822.750865 9.518903 2000-2009 –> 2010-2019 4.8832486 2.5366748 32908.2138 1481.520010 1 2
Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 3879 2.3647236 17699.1344 315.157319 10.974495 2000-2009 –> 2010-2019 4.9278478 2.5631241 33035.3283 554.153831 3 5
Pacific (27,27.25] 4 cstar_tref ~ aou + nitrate + phosphate + phosphate_star 3879 2.3519798 17655.2123 813.981338 9.802808 2000-2009 –> 2010-2019 4.9288403 2.5768605 33024.1055 1469.970128 2 5
Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 3879 2.3915674 17786.7051 178.110179 10.721885 2000-2009 –> 2010-2019 4.9694797 2.5779123 33160.2475 335.052658 4 8
Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate 3879 2.3922728 17786.9932 175.377371 10.612969 2000-2009 –> 2010-2019 4.9840836 2.5918107 33193.4423 329.173615 5 10
Pacific (27,27.25] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 3879 2.4364725 17931.0220 91.695586 11.454401 2000-2009 –> 2010-2019 5.0513659 2.6148934 33397.0328 195.284031 6 12
Pacific (27,27.25] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 3879 2.4401145 17942.6099 104.660032 11.460657 2000-2009 –> 2010-2019 5.0583755 2.6182611 33416.9762 222.920184 7 14
Pacific (27,27.25] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3879 2.4499107 17973.6932 21.649899 11.506360 2000-2009 –> 2010-2019 5.0850732 2.6351625 33489.8322 45.556641 8 16
Pacific (27,27.25] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3879 2.4523744 17981.4911 33.640648 11.514472 2000-2009 –> 2010-2019 5.0894659 2.6370914 33502.3804 69.397775 9 18
Pacific (27,27.25] 4 cstar_tref ~ temp + aou + nitrate + phosphate_star 3879 2.4573549 17995.2307 21.268121 11.148747 2000-2009 –> 2010-2019 5.0963106 2.6389557 33518.7078 45.173724 10 20
Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4368 2.2472990 19483.6400 100.601069 8.138294 1982-1999 –> 2000-2009 4.3475250 2.1002260 30255.0159 199.277599 1 4
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4368 2.3291517 19796.1712 24.300695 8.753822 1982-1999 –> 2000-2009 4.4038814 2.0747297 30506.7453 42.144989 3 4
Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4368 2.3056719 19707.6581 37.959527 8.309841 1982-1999 –> 2000-2009 4.4538453 2.1481733 30591.4018 69.941433 2 10
Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4368 2.3318928 19806.4460 39.866574 8.367700 1982-1999 –> 2000-2009 4.4946363 2.1627435 30723.8395 73.541388 4 16
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 4368 2.4065298 20081.6780 471.270405 9.724579 1982-1999 –> 2000-2009 4.5005338 2.0940040 30838.2844 1152.455686 5 7
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 4368 2.4411982 20206.6307 51.143326 9.838465 1982-1999 –> 2000-2009 4.5548651 2.1136669 31009.7630 105.413038 6 10
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 4368 2.4426537 20211.8380 56.459013 9.850711 1982-1999 –> 2000-2009 4.5584364 2.1157827 31019.9507 116.463932 7 12
Pacific (27.25,27.5] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4368 2.5893412 20721.3077 252.075166 9.775226 1982-1999 –> 2000-2009 4.7150069 2.1256657 31552.6190 618.107485 17 23
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4368 2.4722503 20317.0522 326.301830 9.525556 1982-1999 –> 2000-2009 4.7440338 2.2717834 31479.3017 836.802614 9 23
Pacific (27.25,27.5] 4 cstar_tref ~ temp + aou + nitrate + phosphate 4368 2.6252534 20839.6372 212.601740 10.459573 1982-1999 –> 2000-2009 4.7545437 2.1292903 31677.4295 429.617012 19 26
Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 5079 2.4988058 23730.4056 97.396413 12.122554 2000-2009 –> 2010-2019 4.7461048 2.2472990 43214.0456 197.997482 1 2
Pacific (27.25,27.5] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5079 2.5523854 23945.9120 32.960665 12.116582 2000-2009 –> 2010-2019 4.8580574 2.3056719 43653.5701 70.920191 4 6
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 5079 2.5333759 23869.9747 19.544243 15.006555 2000-2009 –> 2010-2019 4.8625277 2.3291517 43666.1459 43.844938 2 5
Pacific (27.25,27.5] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5079 2.5831181 24067.4917 34.325124 12.121044 2000-2009 –> 2010-2019 4.9150109 2.3318928 43873.9376 74.191698 5 9
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 5079 2.5489701 23932.3104 606.821627 15.933734 2000-2009 –> 2010-2019 4.9554998 2.4065298 44013.9884 1078.092031 3 8
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate_star 5079 2.5896040 24092.9651 56.383706 16.154388 2000-2009 –> 2010-2019 5.0308022 2.4411982 44299.5958 107.527032 6 12
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 5079 2.5904995 24096.4773 62.830236 16.141320 2000-2009 –> 2010-2019 5.0331533 2.4426537 44308.3153 119.289249 7 14
Pacific (27.25,27.5] 4 cstar_tref ~ sal + temp + nitrate + phosphate_star 5079 2.5958016 24115.2467 16.127555 15.901610 2000-2009 –> 2010-2019 5.0599882 2.4641866 44401.7581 38.690905 8 16
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5079 2.6726344 24413.5482 37.007631 13.577541 2000-2009 –> 2010-2019 5.1933078 2.5206734 44900.0553 80.340969 11 25
Pacific (27.25,27.5] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5079 2.7281393 24622.3475 326.972633 13.615950 2000-2009 –> 2010-2019 5.2003896 2.4722503 44939.3997 653.274463 17 26
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4897 1.6662449 18911.6316 70.527770 7.994058 1982-1999 –> 2000-2009 3.4826376 1.8163926 29061.0287 128.400761 1 2
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4897 1.6697095 18931.9749 70.538679 7.959580 1982-1999 –> 2000-2009 3.4863840 1.8166744 29082.1521 127.071753 2 5
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4897 1.6718881 18944.7454 639.930585 7.881587 1982-1999 –> 2000-2009 3.4884882 1.8166001 29094.7168 1533.588629 3 5
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4897 1.7129117 19182.1625 65.972240 7.472358 1982-1999 –> 2000-2009 3.5299031 1.8169914 29333.2168 113.228176 4 8
Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + silicate 4897 1.7130250 19180.8105 57.038412 7.460744 1982-1999 –> 2000-2009 3.5308125 1.8177875 29332.0672 92.335456 5 10
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4897 1.8253340 19804.7509 50.368921 7.599344 1982-1999 –> 2000-2009 3.6450722 1.8197382 29963.4003 82.124455 6 12
Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 4897 1.8577202 19974.9983 38.561233 7.926679 1982-1999 –> 2000-2009 3.6809608 1.8232406 30141.3159 63.110982 7 14
Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4897 1.9969912 20685.0225 46.011320 8.105381 1982-1999 –> 2000-2009 3.8572334 1.8602422 30954.3587 76.713878 8 16
Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4897 2.0172708 20783.9793 43.869688 8.157143 1982-1999 –> 2000-2009 3.8802889 1.8630181 31060.8128 73.242097 9 18
Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 4897 2.0790547 21077.4428 34.954872 8.876066 1982-1999 –> 2000-2009 3.9877591 1.9087044 31474.0892 59.535888 10 23
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 5510 2.1891094 24284.8154 76.292533 11.067968 2000-2009 –> 2010-2019 3.8553544 1.6662449 43196.4470 146.820303 1 2
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 5510 2.1932691 24305.7353 76.341617 11.113116 2000-2009 –> 2010-2019 3.8629786 1.6697095 43237.7102 146.880295 2 4
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 5510 2.1963964 24321.4374 557.126126 11.149998 2000-2009 –> 2010-2019 3.8682845 1.6718881 43266.1828 1197.056711 3 6
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 5510 2.2596848 24634.4859 59.989828 11.886570 2000-2009 –> 2010-2019 3.9725965 1.7129117 43816.6484 125.962068 4 8
Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + aou + silicate 5510 2.2603570 24635.7635 56.989930 11.845181 2000-2009 –> 2010-2019 3.9733820 1.7130250 43816.5740 114.028342 5 10
Pacific (27.5,27.75] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 5510 2.3757008 25186.2255 48.070113 12.712804 2000-2009 –> 2010-2019 4.2010348 1.8253340 44990.9764 98.439034 6 12
Pacific (27.5,27.75] 4 cstar_tref ~ sal + temp + silicate + phosphate 5510 2.4008214 25300.1392 35.093387 13.412789 2000-2009 –> 2010-2019 4.2585416 1.8577202 45275.1375 73.654620 7 14
Pacific (27.5,27.75] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 5510 2.4795350 25657.6456 42.240251 14.098899 2000-2009 –> 2010-2019 4.4765263 1.9969912 46342.6682 88.251571 8 16
Pacific (27.5,27.75] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 5510 2.4966359 25733.3876 39.998938 14.339012 2000-2009 –> 2010-2019 4.5139067 2.0172708 46517.3670 83.868626 9 18
Pacific (27.5,27.75] 4 cstar_tref ~ sal + aou + silicate + phosphate_star 5510 2.5331439 25891.3649 28.895619 15.185546 2000-2009 –> 2010-2019 4.6121986 2.0790547 46968.8078 63.850492 10 20
Pacific (27.75,27.85] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 1843 1.4199281 6536.5419 88.048120 7.149475 1982-1999 –> 2000-2009 3.0132864 1.5933583 10199.4808 242.493381 5 6
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1843 1.4141438 6521.4958 48.705322 7.099601 1982-1999 –> 2000-2009 3.0144904 1.6003466 10192.9072 101.914193 3 6
Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 1843 1.4222497 6542.5637 94.681414 7.170223 1982-1999 –> 2000-2009 3.0170055 1.5947558 10207.1999 259.417303 6 8
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1843 1.4140629 6521.2851 129.273875 7.055249 1982-1999 –> 2000-2009 3.0253247 1.6112617 10205.8561 327.782376 2 8
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 1843 1.4133429 6519.4076 79.197353 7.102754 1982-1999 –> 2000-2009 3.0264592 1.6131163 10206.2057 221.843561 1 8
Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 1843 1.4255558 6551.1221 484.724394 7.312047 1982-1999 –> 2000-2009 3.0286972 1.6031414 10225.9116 1056.737997 9 13
Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + nitrate + silicate 1843 1.4164095 6525.3967 47.367533 6.934578 1982-1999 –> 2000-2009 3.0297054 1.6132959 10210.4103 94.432548 4 12
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1843 1.4255199 6551.0292 83.266564 7.212160 1982-1999 –> 2000-2009 3.0416990 1.6161791 10241.4996 149.535828 8 17
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1843 1.4257328 6551.5799 81.642391 7.226235 1982-1999 –> 2000-2009 3.0422976 1.6165647 10242.5122 145.140836 10 20
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1843 1.4250492 6549.8120 939.287923 7.195119 1982-1999 –> 2000-2009 3.0430564 1.6180073 10242.4711 1802.270496 7 18
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2064 1.7391226 8155.7339 76.704057 8.131146 2000-2009 –> 2010-2019 3.1524655 1.4133429 14675.1415 155.901410 1 2
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2064 1.7422595 8163.1730 47.292442 7.450463 2000-2009 –> 2010-2019 3.1564033 1.4141438 14684.6688 95.997763 5 8
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2064 1.7431777 8165.3480 133.735602 8.580752 2000-2009 –> 2010-2019 3.1572407 1.4140629 14686.6331 263.009477 7 9
Pacific (27.75,27.85] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2064 1.7405664 8159.1595 83.892840 8.349545 2000-2009 –> 2010-2019 3.1604945 1.4199281 14695.7014 171.940960 2 7
Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2064 1.7418721 8162.2551 89.302969 8.508821 2000-2009 –> 2010-2019 3.1641218 1.4222497 14704.8188 183.984383 4 10
Pacific (27.75,27.85] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2064 1.7412115 8160.6893 442.951809 8.418493 2000-2009 –> 2010-2019 3.1667673 1.4255558 14711.8114 927.676203 3 11
Pacific (27.75,27.85] 4 cstar_tref ~ sal + aou + nitrate + silicate 2064 1.7432321 8163.4769 88.713350 8.552012 2000-2009 –> 2010-2019 3.1733386 1.4301065 14724.3467 182.830487 8 19
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2064 1.7479672 8176.6744 102.023137 7.696234 2000-2009 –> 2010-2019 3.1734871 1.4255199 14727.7037 185.289701 10 17
Pacific (27.75,27.85] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2064 1.7479634 8176.6655 102.843955 7.700127 2000-2009 –> 2010-2019 3.1736963 1.4257328 14728.2454 184.486345 9 18
Pacific (27.75,27.85] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2064 1.7482712 8175.3923 8.625231 7.757757 2000-2009 –> 2010-2019 3.1799194 1.4316481 14740.2335 17.058557 11 24
Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2181 1.3292648 7444.9484 372.909594 4.879495 1982-1999 –> 2000-2009 2.7370532 1.4077884 11368.2763 1018.083909 2 5
Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2181 1.3306191 7449.3905 191.618523 5.078581 1982-1999 –> 2000-2009 2.7613747 1.4307556 11408.6439 678.582024 3 11
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2181 1.3599912 7544.6299 57.256842 5.127517 1982-1999 –> 2000-2009 2.7619842 1.4019931 11458.7999 122.265852 6 7
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2181 1.3608957 7547.5299 56.887420 5.106599 1982-1999 –> 2000-2009 2.7636494 1.4027537 11462.9041 123.058227 7 9
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2181 1.3189201 7410.8694 237.056471 5.466151 1982-1999 –> 2000-2009 2.7690979 1.4501778 11400.0562 700.037562 1 11
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2181 1.3654607 7562.1374 833.380043 5.108489 1982-1999 –> 2000-2009 2.7787532 1.4132925 11494.1280 1646.710343 10 16
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2181 1.3728075 7585.5441 46.913084 4.941431 1982-1999 –> 2000-2009 2.7829151 1.4101076 11512.5262 107.994566 11 15
Pacific (27.85,27.95] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2181 1.3734251 7585.5060 10.572497 4.951176 1982-1999 –> 2000-2009 2.7837992 1.4103741 11510.9077 30.782595 12 17
Pacific (27.85,27.95] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2181 1.3415481 7485.0711 177.797091 5.090434 1982-1999 –> 2000-2009 2.7864622 1.4449141 11466.1855 617.809760 5 14
Pacific (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + silicate 2181 1.3306192 7447.3907 152.906117 5.080030 1982-1999 –> 2000-2009 2.7868356 1.4562164 11443.8025 456.217566 4 16
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2601 1.5266834 9596.2723 343.652277 8.056408 2000-2009 –> 2010-2019 2.8456035 1.3189201 17007.1417 580.708747 1 2
Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2601 1.5514717 9680.0571 282.853829 6.792815 2000-2009 –> 2010-2019 2.8820908 1.3306191 17129.4476 474.472352 2 5
Pacific (27.85,27.95] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 2601 1.5585288 9703.6656 441.182371 6.538035 2000-2009 –> 2010-2019 2.8877936 1.3292648 17148.6141 814.091965 4 6
Pacific (27.85,27.95] 4 cstar_tref ~ sal + aou + nitrate + silicate 2601 1.5634038 9717.9120 221.428219 6.707965 2000-2009 –> 2010-2019 2.8940230 1.3306192 17165.3027 374.334336 5 9
Pacific (27.85,27.95] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 2601 1.5644375 9723.3501 258.980135 6.300451 2000-2009 –> 2010-2019 2.9059855 1.3415481 17208.4212 436.777226 6 11
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 2601 1.5676562 9734.0421 247.961968 6.458675 2000-2009 –> 2010-2019 2.9302019 1.3625457 17286.8575 422.358063 8 16
Pacific (27.85,27.95] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 2601 1.5682266 9733.9344 244.425167 6.341302 2000-2009 –> 2010-2019 2.9328288 1.3646022 17291.3284 418.780288 9 18
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2601 1.5911597 9811.4553 82.737887 8.692422 2000-2009 –> 2010-2019 2.9511508 1.3599912 17356.0852 139.994729 10 16
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2601 1.5920348 9814.3157 84.311785 8.660422 2000-2009 –> 2010-2019 2.9529305 1.3608957 17361.8456 141.199205 11 18
Pacific (27.85,27.95] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2601 1.6013838 9844.7743 68.003880 7.341708 2000-2009 –> 2010-2019 2.9741913 1.3728075 17430.3184 114.916964 12 22
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2415 1.1620703 7592.9543 66.506287 6.701899 1982-1999 –> 2000-2009 2.1380723 0.9760020 11113.0991 142.435610 2 3
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2415 1.1631852 7597.5859 65.798895 6.710846 1982-1999 –> 2000-2009 2.1403139 0.9771287 11120.6312 138.795309 3 5
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2415 1.1691247 7622.1866 657.712414 6.776509 1982-1999 –> 2000-2009 2.1546293 0.9855045 11166.6898 1283.317712 4 8
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2415 1.1949533 7727.7305 56.537690 6.154092 1982-1999 –> 2000-2009 2.1759781 0.9810248 11260.7798 119.816668 6 9
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2415 1.1481749 7534.8516 551.747012 6.779910 1982-1999 –> 2000-2009 2.2417807 1.0936059 11341.0167 1144.936377 1 8
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 2415 1.1809556 7668.8179 385.747547 7.474727 1982-1999 –> 2000-2009 2.3030558 1.1221001 11537.6473 756.156915 5 15
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2415 1.2489856 7939.3352 13.503346 5.262703 1982-1999 –> 2000-2009 2.3151805 1.0661950 11679.6845 26.409226 10 15
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2415 1.2232832 7838.9034 16.291395 8.303302 1982-1999 –> 2000-2009 2.3155381 1.0922549 11639.9610 32.388511 7 13
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2415 1.2253965 7847.2405 15.683638 8.344359 1982-1999 –> 2000-2009 2.3205769 1.0951804 11655.0225 30.943678 8 16
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 2415 1.2320516 7873.4010 538.500443 8.426469 1982-1999 –> 2000-2009 2.3381764 1.1061249 11706.1815 1048.368718 9 18
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 3939 1.4046567 13869.2865 733.111346 5.067139 2000-2009 –> 2010-2019 2.5528316 1.1481749 21404.1382 1284.858358 1 2
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3939 1.4261199 13988.7521 131.626265 4.989155 2000-2009 –> 2010-2019 2.5881902 1.1620703 21581.7064 198.132552 2 4
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3939 1.4269984 13993.6035 132.023871 4.973413 2000-2009 –> 2010-2019 2.5901835 1.1631852 21591.1894 197.822766 3 6
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3939 1.4333432 14028.5536 734.246666 4.971459 2000-2009 –> 2010-2019 2.6024679 1.1691247 21650.7402 1391.959080 5 9
Pacific (27.95,28.05] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3939 1.4316810 14019.4126 123.933084 4.830991 2000-2009 –> 2010-2019 2.6266343 1.1949533 21747.1431 180.470774 4 10
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + nitrate 3939 1.4824028 14291.6848 723.730939 6.096106 2000-2009 –> 2010-2019 2.6633584 1.1809556 21960.5027 1109.478487 7 12
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3939 1.4351350 14036.3956 31.015125 4.599749 2000-2009 –> 2010-2019 2.6841206 1.2489856 21975.7308 44.518471 6 16
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 3939 1.5001701 14385.5451 34.705881 5.931737 2000-2009 –> 2010-2019 2.7234532 1.2232832 22224.4485 50.997276 8 15
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate_star 3939 1.5041686 14406.5151 33.294515 5.946525 2000-2009 –> 2010-2019 2.7295651 1.2253965 22253.7556 48.978153 9 17
Pacific (27.95,28.05] 4 cstar_tref ~ sal + temp + aou + phosphate 3939 1.5089259 14431.3917 732.654477 5.917506 2000-2009 –> 2010-2019 2.7409774 1.2320516 22304.7927 1271.154920 11 20
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 1443 0.9168940 3858.6575 494.206780 4.524398 1982-1999 –> 2000-2009 1.5965482 0.6796542 5508.5610 1223.389589 1 4
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 1443 0.9211672 3872.0764 73.970310 4.534115 1982-1999 –> 2000-2009 1.6003328 0.6791656 5520.8408 199.758464 2 4
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 1443 0.9219407 3874.4988 77.794686 4.531822 1982-1999 –> 2000-2009 1.6010990 0.6791583 5523.2462 216.166830 3 4
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 1443 0.9313419 3903.7790 52.000773 4.311805 1982-1999 –> 2000-2009 1.6180603 0.6867183 5570.0612 142.408018 4 8
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 1443 1.0125537 4143.0609 427.359136 5.841377 1982-1999 –> 2000-2009 1.7588732 0.7463195 5939.1789 1017.607790 8 13
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 1443 1.0179589 4158.4260 20.463555 5.858254 1982-1999 –> 2000-2009 1.7642793 0.7463205 5954.5460 46.601416 9 15
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 1443 1.0199556 4164.0812 20.549868 5.868746 1982-1999 –> 2000-2009 1.7664046 0.7464490 5960.4740 46.769437 10 17
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 1443 0.9692495 4018.9174 529.670153 4.957960 1982-1999 –> 2000-2009 1.7901882 0.8209387 5967.9820 1354.875337 5 21
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 1443 0.9973828 4099.4936 22.246972 3.830767 1982-1999 –> 2000-2009 1.7939361 0.7965533 5998.7936 49.720642 7 20
Pacific (28.05,28.1] 4 cstar_tref ~ temp + aou + silicate + phosphate 1443 1.0430597 4228.7258 488.522407 5.922095 1982-1999 –> 2000-2009 1.8019983 0.7589386 6051.4028 1179.905403 13 21
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 2208 1.2386298 7225.0820 191.067069 4.909319 2000-2009 –> 2010-2019 2.1597970 0.9211672 11097.1585 265.037379 3 5
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 2208 1.2385807 7224.9071 198.542326 4.904365 2000-2009 –> 2010-2019 2.1605215 0.9219407 11099.4059 276.337012 2 5
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 2208 1.2477352 7257.4263 680.739212 5.136505 2000-2009 –> 2010-2019 2.1646293 0.9168940 11116.0838 1174.945991 5 6
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2208 1.2383805 7224.1933 140.862965 4.890570 2000-2009 –> 2010-2019 2.1697225 0.9313419 11127.9722 192.863738 1 5
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 2208 1.2386460 7223.1397 34.492406 4.912336 2000-2009 –> 2010-2019 2.2360288 0.9973828 11322.6332 56.739378 4 11
Pacific (28.05,28.1] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2208 1.3116826 7478.1408 677.324583 5.108672 2000-2009 –> 2010-2019 2.2809321 0.9692495 11497.0582 1206.994735 6 11
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + nitrate 2208 1.3533815 7614.3420 557.805255 5.431229 2000-2009 –> 2010-2019 2.3231364 0.9697549 11632.7640 839.716781 7 13
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + phosphate + phosphate_star 2208 1.3739044 7680.8042 33.831912 5.871217 2000-2009 –> 2010-2019 2.3938600 1.0199556 11844.8855 54.381780 8 18
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate_star 2208 1.3765734 7689.3745 33.688011 5.883122 2000-2009 –> 2010-2019 2.3945323 1.0179589 11847.8005 54.151566 9 18
Pacific (28.05,28.1] 4 cstar_tref ~ sal + temp + aou + phosphate 2208 1.3828404 7709.4334 666.840697 5.870397 2000-2009 –> 2010-2019 2.3953941 1.0125537 11852.4943 1094.199834 10 18
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 3453 0.8547266 8729.1293 27.691146 3.450653 1982-1999 –> 2000-2009 1.4569524 0.6022259 12009.2535 73.762493 2 3
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 3453 0.8550636 8731.8517 36.286193 3.601747 1982-1999 –> 2000-2009 1.4676323 0.6125688 12072.9727 91.969806 3 6
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 3453 0.8554117 8734.6628 41.463541 3.598414 1982-1999 –> 2000-2009 1.4676933 0.6122816 12074.1040 103.878498 4 6
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 3453 0.8518349 8705.7255 304.083704 3.589752 1982-1999 –> 2000-2009 1.4677477 0.6159128 12066.3476 838.181232 1 5
Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 3453 0.8795252 8924.6451 8.513358 4.500384 1982-1999 –> 2000-2009 1.5548715 0.6753463 12613.2417 26.027099 5 10
Pacific (28.1,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate 3453 0.9748977 9635.6201 303.809472 5.352159 1982-1999 –> 2000-2009 1.6621670 0.6872693 13386.9038 832.492323 6 12
Pacific (28.1,28.2] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 3453 0.9765209 9649.1090 444.463370 5.215560 1982-1999 –> 2000-2009 1.6688613 0.6923404 13428.7259 1185.974817 7 14
Pacific (28.1,28.2] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 3453 0.9814646 9683.9828 528.519098 5.260587 1982-1999 –> 2000-2009 1.6747551 0.6932905 13468.5118 1439.379887 8 17
Pacific (28.1,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 3453 0.9854779 9710.1645 29.609252 5.344921 1982-1999 –> 2000-2009 1.6780531 0.6925752 13488.9959 75.097868 10 18
Pacific (28.1,28.2] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 3453 0.9881450 9728.8300 34.121322 5.354089 1982-1999 –> 2000-2009 1.6817891 0.6936441 13513.1856 87.118534 11 21
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 4564 0.8528949 11513.6326 742.518417 3.446213 2000-2009 –> 2010-2019 1.7047297 0.8518349 20219.3582 1046.602120 1 2
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 4564 0.8537691 11522.9841 85.367204 3.494147 2000-2009 –> 2010-2019 1.7088326 0.8550636 20254.8357 121.653397 2 5
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 4564 0.8538208 11523.5370 86.793238 3.494907 2000-2009 –> 2010-2019 1.7092325 0.8554117 20258.1998 128.256779 3 7
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 4564 0.8550689 11536.8707 73.546428 3.454870 2000-2009 –> 2010-2019 1.7097955 0.8547266 20265.9999 101.237574 4 6
Pacific (28.1,28.2] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 4564 0.8599492 11586.8206 23.815866 3.234501 2000-2009 –> 2010-2019 1.7394744 0.8795252 20511.4657 32.329223 5 10
Pacific (28.1,28.2] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 4564 1.0370378 13298.0418 582.865578 3.628284 2000-2009 –> 2010-2019 2.0188469 0.9818091 22984.4481 826.240733 6 13
Pacific (28.1,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate 4564 1.1635557 14346.7857 732.102178 6.773999 2000-2009 –> 2010-2019 2.1384534 0.9748977 23982.4059 1035.911650 10 16
Pacific (28.1,28.2] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 4564 1.1794665 14470.7585 59.643891 7.064847 2000-2009 –> 2010-2019 2.1649443 0.9854779 24180.9230 89.253143 11 19
Pacific (28.1,28.2] 4 cstar_tref ~ temp + silicate + phosphate + phosphate_star 4564 1.1835537 14502.3355 67.106212 7.138709 2000-2009 –> 2010-2019 2.1716987 0.9881450 24231.1655 101.227534 12 21
Pacific (28.1,28.2] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 4564 1.2020948 14644.2226 55.590705 7.320281 2000-2009 –> 2010-2019 2.2093643 1.0072695 24505.4336 80.141298 16 26
Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 8692 0.4720471 11631.0681 440.547248 5.812936 1982-1999 –> 2000-2009 1.0354345 0.5633874 19214.2383 1219.008471 2 3
Pacific (28.2,28.3] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 8692 0.4768277 11806.2356 355.559273 5.930624 1982-1999 –> 2000-2009 1.0518158 0.5749881 19571.9451 1088.326464 3 7
Pacific (28.2,28.3] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 8692 0.4791017 11888.9449 301.661405 5.979722 1982-1999 –> 2000-2009 1.0547745 0.5756727 19665.3122 888.062306 4 9
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 8692 0.5051133 12808.0329 196.189177 4.935332 1982-1999 –> 2000-2009 1.0722767 0.5671634 20451.0284 449.280616 8 10
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 8692 0.4969475 12524.7022 10.463116 5.097646 1982-1999 –> 2000-2009 1.0726357 0.5756882 20301.3097 32.214767 6 12
Pacific (28.2,28.3] 4 cstar_tref ~ temp + aou + silicate + phosphate 8692 0.5065203 12854.3876 196.106602 5.241095 1982-1999 –> 2000-2009 1.0740610 0.5675407 20501.3394 449.180915 9 12
Pacific (28.2,28.3] 4 cstar_tref ~ temp + nitrate + silicate + phosphate_star 8692 0.4986399 12581.8037 4.596350 5.430750 1982-1999 –> 2000-2009 1.0743602 0.5757203 20356.9113 21.959810 7 14
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 8692 0.5076437 12894.9006 12.772154 5.013929 1982-1999 –> 2000-2009 1.0847010 0.5770574 20692.7834 33.696504 10 18
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 8692 0.5078862 12903.2045 12.753310 5.022225 1982-1999 –> 2000-2009 1.0861836 0.5782974 20720.3120 35.771462 11 21
Pacific (28.2,28.3] 4 cstar_tref ~ temp + aou + silicate + phosphate_star 8692 0.5097011 12963.2155 4.897664 5.374926 1982-1999 –> 2000-2009 1.0869259 0.5772248 20761.6962 21.811066 12 21
Pacific (28.2,28.3] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 12884 0.5848776 22756.4719 629.656162 5.315485 2000-2009 –> 2010-2019 1.0475817 0.4627041 34040.0170 1059.308716 2 3
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 12884 0.5865184 22828.6584 18.476900 3.756673 2000-2009 –> 2010-2019 1.0834659 0.4969475 35353.3606 28.940016 5 11
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate 12884 0.5822729 22641.4610 236.138095 3.754396 2000-2009 –> 2010-2019 1.0873862 0.5051133 35449.4938 432.327272 1 9
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + aou + silicate + phosphate_star 12884 0.5850091 22762.2636 19.850952 3.818587 2000-2009 –> 2010-2019 1.0926527 0.5076437 35657.1642 32.623106 4 14
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star 12884 0.5848911 22757.0664 19.801179 3.818134 2000-2009 –> 2010-2019 1.0927773 0.5078862 35660.2709 32.554490 3 14
Pacific (28.2,28.3] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 12884 0.6047995 23619.5542 587.746478 5.438942 2000-2009 –> 2010-2019 1.0978215 0.4930220 36006.3927 887.193361 7 12
Pacific (28.2,28.3] 4 cstar_tref ~ sal + temp + silicate + phosphate_star 12884 0.5898319 22971.8245 10.211385 3.584216 2000-2009 –> 2010-2019 1.1260912 0.5362593 36818.0306 14.975139 6 21
Pacific (28.2,28.3] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 12884 0.6164613 24111.6857 747.891117 4.107056 2000-2009 –> 2010-2019 1.1910453 0.5745840 39159.8833 1176.739008 8 27
Pacific (28.2,28.3] 4 cstar_tref ~ sal + aou + silicate + phosphate 12884 0.6346120 24857.4308 235.433958 5.592245 2000-2009 –> 2010-2019 1.1922363 0.5576243 39382.7873 429.374322 10 26
Pacific (28.2,28.3] 4 cstar_tref ~ sal + nitrate + silicate + phosphate 12884 0.6192468 24225.8606 583.815751 4.609683 2000-2009 –> 2010-2019 1.1952887 0.5760419 39316.1098 880.211077 9 29
Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star 2612 0.7993009 6256.2656 507.242385 3.659694 1982-1999 –> 2000-2009 1.7732509 0.9739501 12564.5612 1422.921219 3 4
Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + phosphate 2612 0.7968568 6240.2674 294.386049 3.664483 1982-1999 –> 2000-2009 1.7983535 1.0014967 12674.6296 857.356453 1 3
Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star 2612 0.8001542 6261.8399 431.624181 3.662897 1982-1999 –> 2000-2009 1.8074827 1.0073285 12722.4459 1237.379175 4 7
Pacific (28.3, Inf] 4 cstar_tref ~ sal + nitrate + phosphate + phosphate_star 2612 0.8002433 6260.4214 326.745413 3.662004 1982-1999 –> 2000-2009 1.8423153 1.0420721 12872.2977 494.749211 5 10
Pacific (28.3, Inf] 4 cstar_tref ~ sal + temp + nitrate + phosphate 2612 0.8354002 6485.0281 137.371635 3.624095 1982-1999 –> 2000-2009 1.8483511 1.0129508 12968.7921 348.361262 25 29
Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star 2612 0.8035573 6284.0103 65.309190 3.425137 1982-1999 –> 2000-2009 1.8649409 1.0613837 12980.8844 157.194086 7 14
Pacific (28.3, Inf] 4 cstar_tref ~ sal + aou + nitrate + phosphate 2612 0.8031852 6279.5908 284.711153 3.602305 1982-1999 –> 2000-2009 1.8836230 1.0804378 13054.8888 489.674740 6 16
Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star 2612 0.8474990 6562.1422 478.288013 3.752533 1982-1999 –> 2000-2009 1.8898970 1.0423981 13177.4324 1077.221268 33 39
Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + aou + nitrate + silicate 2612 0.8222875 6404.3802 116.702670 3.209025 1982-1999 –> 2000-2009 1.8946290 1.0723415 13147.6798 257.007225 16 24
Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 2612 0.7992776 6256.1138 372.102639 3.347512 1982-1999 –> 2000-2009 1.9224647 1.1231870 13208.8053 1293.519324 2 17
Pacific (28.3, Inf] 5 cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star 4522 1.1988881 14487.4124 748.881271 5.832801 2000-2009 –> 2010-2019 1.9910718 0.7921837 20696.9539 1207.365426 1 4
Pacific (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate 4522 1.2020380 14511.1432 643.453060 5.875038 2000-2009 –> 2010-2019 1.9929773 0.7909393 20712.4721 1035.149399 2 4
Pacific (28.3, Inf] 5 cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star 4522 1.2050873 14534.0564 703.889795 5.619293 2000-2009 –> 2010-2019 1.9931751 0.7880879 20716.5181 1134.967140 6 7
Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate 4522 1.2025767 14515.1953 657.665059 5.665655 2000-2009 –> 2010-2019 1.9948371 0.7922604 20725.2425 1046.476642 3 8
Pacific (28.3, Inf] 5 cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star 4522 1.2029743 14518.1850 889.417595 5.858746 2000-2009 –> 2010-2019 1.9952066 0.7922323 20728.0469 1448.435515 4 8
Pacific (28.3, Inf] 4 cstar_tref ~ aou + nitrate + silicate + phosphate 4522 1.2030869 14517.0310 641.307985 5.841140 2000-2009 –> 2010-2019 1.9966861 0.7935993 20733.8990 1029.479159 5 12
Pacific (28.3, Inf] 4 cstar_tref ~ nitrate + silicate + phosphate + phosphate_star 4522 1.2055493 14535.5230 661.633764 5.784563 2000-2009 –> 2010-2019 1.9978726 0.7923233 20743.9852 1045.716437 7 13
Pacific (28.3, Inf] 5 cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star 4522 1.2104495 14574.2100 889.003324 6.025233 2000-2009 –> 2010-2019 2.0084583 0.7980088 20822.0243 1404.689481 8 19
Pacific (28.3, Inf] 5 cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star 4522 1.2138583 14599.6435 530.535284 5.684912 2000-2009 –> 2010-2019 2.0131360 0.7992776 20855.7573 902.637923 9 21
Pacific (28.3, Inf] 5 cstar_tref ~ sal + temp + nitrate + silicate + phosphate 4522 1.2180973 14631.1715 650.140796 5.362424 2000-2009 –> 2010-2019 2.0155531 0.7974558 20875.3643 1041.843655 11 20

5.4.2 per fitting unit

lm_best %>%
  select(-n_predictors) %>%
  group_by(basin, gamma_slab, eras) %>% 
  summarise(rmse_sum_mean = mean(rmse_sum),
            ais_sum_mean = mean(aic_sum)) %>% 
  ungroup() %>% 
  kable() %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")
basin gamma_slab eras rmse_sum_mean ais_sum_mean
Atlantic (-Inf,26] 1982-1999 –> 2000-2009 3.4447805 724.2651
Atlantic (-Inf,26] 2000-2009 –> 2010-2019 2.9316061 647.3008
Atlantic (26,26.5] 1982-1999 –> 2000-2009 7.2541206 3432.5572
Atlantic (26,26.5] 2000-2009 –> 2010-2019 7.3337194 3260.0506
Atlantic (26.5,26.75] 1982-1999 –> 2000-2009 5.5079794 4437.5555
Atlantic (26.5,26.75] 2000-2009 –> 2010-2019 7.0902491 4593.0092
Atlantic (26.75,27] 1982-1999 –> 2000-2009 3.9585083 7066.3075
Atlantic (26.75,27] 2000-2009 –> 2010-2019 5.0490049 6980.7199
Atlantic (27,27.25] 1982-1999 –> 2000-2009 3.7349473 9248.5147
Atlantic (27,27.25] 2000-2009 –> 2010-2019 4.5537866 10140.9142
Atlantic (27.25,27.5] 1982-1999 –> 2000-2009 5.7010322 18093.6648
Atlantic (27.25,27.5] 2000-2009 –> 2010-2019 7.0425860 20222.6418
Atlantic (27.5,27.75] 1982-1999 –> 2000-2009 4.0070263 29713.0059
Atlantic (27.5,27.75] 2000-2009 –> 2010-2019 4.4942091 32405.0963
Atlantic (27.75,27.85] 1982-1999 –> 2000-2009 2.1873416 7801.3495
Atlantic (27.75,27.85] 2000-2009 –> 2010-2019 2.5477858 9253.9763
Atlantic (27.85,27.95] 1982-1999 –> 2000-2009 3.5527117 9921.8209
Atlantic (27.85,27.95] 2000-2009 –> 2010-2019 4.0618204 11282.7554
Atlantic (27.95,28.05] 1982-1999 –> 2000-2009 6.9589604 16625.4403
Atlantic (27.95,28.05] 2000-2009 –> 2010-2019 6.6832326 16349.8502
Atlantic (28.05,28.1] 1982-1999 –> 2000-2009 1.0410289 2521.2380
Atlantic (28.05,28.1] 2000-2009 –> 2010-2019 1.3526236 3696.2374
Atlantic (28.1,28.15] 1982-1999 –> 2000-2009 1.0899901 3923.8289
Atlantic (28.1,28.15] 2000-2009 –> 2010-2019 1.2673941 5257.0436
Atlantic (28.15,28.2] 1982-1999 –> 2000-2009 1.2340923 7857.3651
Atlantic (28.15,28.2] 2000-2009 –> 2010-2019 1.4380398 10936.3806
Atlantic (28.2, Inf] 1982-1999 –> 2000-2009 1.3253079 11694.1381
Atlantic (28.2, Inf] 2000-2009 –> 2010-2019 1.5276149 16523.4345
Indian (-Inf,26] 1982-1999 –> 2000-2009 3.4430436 2843.2182
Indian (-Inf,26] 2000-2009 –> 2010-2019 3.0791461 1538.3785
Indian (26,26.5] 1982-1999 –> 2000-2009 3.7354251 5373.8442
Indian (26,26.5] 2000-2009 –> 2010-2019 2.8863847 2665.6943
Indian (26.5,26.75] 1982-1999 –> 2000-2009 2.7452550 4548.0086
Indian (26.5,26.75] 2000-2009 –> 2010-2019 2.1346101 2372.4086
Indian (26.75,27] 1982-1999 –> 2000-2009 2.4147327 6338.5771
Indian (26.75,27] 2000-2009 –> 2010-2019 2.2221981 3996.5612
Indian (27,27.25] 1982-1999 –> 2000-2009 3.9991326 9225.0540
Indian (27,27.25] 2000-2009 –> 2010-2019 3.9395060 6236.8615
Indian (27.25,27.5] 1982-1999 –> 2000-2009 3.2395011 9965.2332
Indian (27.25,27.5] 2000-2009 –> 2010-2019 3.1807982 6394.5850
Indian (27.5,27.75] 1982-1999 –> 2000-2009 2.2736720 10569.6840
Indian (27.5,27.75] 2000-2009 –> 2010-2019 2.5026851 7659.0053
Indian (27.75,27.85] 1982-1999 –> 2000-2009 1.8533151 3585.8307
Indian (27.75,27.85] 2000-2009 –> 2010-2019 2.1266249 2910.0894
Indian (27.85,27.95] 1982-1999 –> 2000-2009 2.1284137 4634.4485
Indian (27.85,27.95] 2000-2009 –> 2010-2019 2.6197817 3940.5670
Indian (27.95,28.05] 1982-1999 –> 2000-2009 2.3368894 5848.8985
Indian (27.95,28.05] 2000-2009 –> 2010-2019 2.8010381 4655.8237
Indian (28.05,28.1] 1982-1999 –> 2000-2009 2.2526859 3372.8984
Indian (28.05,28.1] 2000-2009 –> 2010-2019 2.7031895 2596.5949
Indian (28.1,28.2] 1982-1999 –> 2000-2009 1.5517707 6883.0523
Indian (28.1,28.2] 2000-2009 –> 2010-2019 1.8195088 5808.2837
Indian (28.2,28.3] 1982-1999 –> 2000-2009 0.8380009 6191.3917
Indian (28.2,28.3] 2000-2009 –> 2010-2019 0.9150985 5202.6557
Indian (28.3, Inf] 1982-1999 –> 2000-2009 0.9793003 7125.6989
Indian (28.3, Inf] 2000-2009 –> 2010-2019 1.1806918 7735.6340
Pacific (-Inf,26] 1982-1999 –> 2000-2009 10.1623829 18919.6634
Pacific (-Inf,26] 2000-2009 –> 2010-2019 9.9958546 34526.5733
Pacific (26,26.5] 1982-1999 –> 2000-2009 6.3387930 17047.4836
Pacific (26,26.5] 2000-2009 –> 2010-2019 6.4896194 24083.4509
Pacific (26.5,26.75] 1982-1999 –> 2000-2009 4.3340705 12495.4958
Pacific (26.5,26.75] 2000-2009 –> 2010-2019 5.3245740 19628.8194
Pacific (26.75,27] 1982-1999 –> 2000-2009 5.0228042 17712.8822
Pacific (26.75,27] 2000-2009 –> 2010-2019 5.8762735 26364.8465
Pacific (27,27.25] 1982-1999 –> 2000-2009 4.8054502 22463.1189
Pacific (27,27.25] 2000-2009 –> 2010-2019 5.0074091 33264.6267
Pacific (27.25,27.5] 1982-1999 –> 2000-2009 4.5527308 30965.4351
Pacific (27.25,27.5] 2000-2009 –> 2010-2019 4.9854842 44127.0812
Pacific (27.5,27.75] 1982-1999 –> 2000-2009 3.6569540 29949.7159
Pacific (27.5,27.75] 2000-2009 –> 2010-2019 4.1594804 44742.8519
Pacific (27.75,27.85] 1982-1999 –> 2000-2009 3.0282022 10217.4454
Pacific (27.75,27.85] 2000-2009 –> 2010-2019 3.1657934 14707.9304
Pacific (27.85,27.95] 1982-1999 –> 2000-2009 2.7711925 11452.6230
Pacific (27.85,27.95] 2000-2009 –> 2010-2019 2.9156800 17238.5362
Pacific (27.95,28.05] 1982-1999 –> 2000-2009 2.2443302 11422.0713
Pacific (27.95,28.05] 2000-2009 –> 2010-2019 2.6501782 21869.4147
Pacific (28.05,28.1] 1982-1999 –> 2000-2009 1.7091720 5799.5086
Pacific (28.05,28.1] 2000-2009 –> 2010-2019 2.2678554 11443.8256
Pacific (28.1,28.2] 1982-1999 –> 2000-2009 1.5780523 12812.2243
Pacific (28.1,28.2] 2000-2009 –> 2010-2019 1.9275372 22139.4235
Pacific (28.2,28.3] 1982-1999 –> 2000-2009 1.0693169 20223.6876
Pacific (28.2,28.3] 2000-2009 –> 2010-2019 1.1206347 36684.3510
Pacific (28.3, Inf] 1982-1999 –> 2000-2009 1.8525308 12937.2417
Pacific (28.3, Inf] 2000-2009 –> 2010-2019 1.9998974 20761.0264

5.5 Target variable coefficients

A data frame to map the target variable is prepared.

# create table with two era belonging to one eras
eras_forward <- lm_all_fitted_wide %>%
  arrange(era) %>% 
  group_by(basin, gamma_slab, model) %>% 
  mutate(eras = paste(era, lead(era), sep = " --> ")) %>% 
  ungroup() %>% 
  select(era, eras) %>% 
  unique()

eras_backward <- lm_all_fitted_wide %>%
  arrange(era) %>% 
  group_by(basin, gamma_slab, model) %>% 
  mutate(eras = paste(lag(era), era, sep = " --> ")) %>% 
  ungroup() %>% 
  select(era, eras) %>% 
  unique()

eras_era <- full_join(eras_backward, eras_forward) %>% 
  filter(str_detect(eras, "NA") == FALSE)

# extend best model selection from eras to era
lm_best_target <- full_join(
  lm_best %>% select(basin, gamma_slab, model, eras),
  eras_era)

lm_best_target <- left_join(lm_best_target, lm_all_fitted_wide)

rm(eras_era, eras_forward, eras_backward,
   lm_all_fitted)

5.6 Plot selected model residuals

# plot model diagnostics, if activated
if (params_local$plot_all_figures == "y") {
  # mutate predictors column
  lm_best_plot <- lm_best_target %>%
    select(basin, gamma_slab, model, eras, era) %>%
    mutate(
      predictors = str_remove(model, paste(params_local$MLR_target, "~ ")),
      predictors = str_replace_all(predictors, "\\+ ", "")
    )
  
  # loop across all basins, era, gamma slabs, and MLRs
  # fit all MLR models
  for (i_basin in unique(GLODAP$basin)) {
    for (i_era in unique(GLODAP$era)) {
      #i_basin <- unique(GLODAP$basin)[1]
      #i_era   <- unique(GLODAP$era)[2]
      print(i_basin)
      print(i_era)
      
      GLODAP_basin_era <- GLODAP %>%
        filter(basin == i_basin, era == i_era)
      
      for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
        #i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
        print(i_gamma_slab)
        
        GLODAP_basin_era_slab <- GLODAP_basin_era %>%
          filter(gamma_slab == i_gamma_slab)
        
        lm_best_basin_era_slab <- lm_best_plot %>%
          filter(basin == i_basin, era == i_era, gamma_slab == i_gamma_slab)
        
        for (i_eras in unique(lm_best_basin_era_slab$eras)) {
          #i_eras <- unique(lm_best_basin_era_slab$eras)[1]
          print(i_eras)
          
          lm_best_basin_era_slab_eras <- lm_best_basin_era_slab %>%
            filter(eras == i_eras)
          
          for (i_predictors in unique(lm_best_basin_era_slab_eras$predictors)) {
            #i_predictors <- unique(lm_best_basin_era_slab$predictors)[1]
            print(i_predictors)
            # extract one model definition
            i_lm <- lm_all %>%
              filter(predictors == i_predictors) %>%
              select(lm_coeff) %>%
              pull()
            
             # fit model
          if (params_local$MLR_type == "rlm") {
            i_lm_fit <- MASS::rlm(as.formula(i_lm),
                                  data = GLODAP_basin_era_slab)
          }
          
          if (params_local$MLR_type == "lm") {
            i_lm_fit <- lm(as.formula(i_lm),
                           data = GLODAP_basin_era_slab)
          }
            
            # plot model diagnostics vs predictors
            
            p_model_predictors <- ggnostic(
              i_lm_fit,
              columnsY = c(params_local$MLR_target, ".fitted", ".resid"),
              title = paste(
                "era:",
                i_era,
                "| eras:",
                i_eras,
                "| basin:",
                i_basin,
                "| gamma slab:",
                i_gamma_slab,
                "| predictors:",
                i_predictors
              )
            )
            
            ggsave(
              plot = p_model_predictors,
              path = paste(path_version_figures, "eMLR_diagnostics/", sep = ""),
              filename = paste(
                "MLR_residuals",
                i_era,
                i_eras,
                i_basin,
                i_gamma_slab,
                i_predictors,
                "predictors.png",
                sep = "_"
              ),
              width = 14,
              height = 8
            )

            rm(p_model_predictors)
            
            
            # plot model diagnostics vs location
            
            GLODAP_basin_era_slab <- GLODAP_basin_era_slab %>%
              mutate(fitted = i_lm_fit$fitted.values,
                     residuals = i_lm_fit$residuals)
            
            GLODAP_basin_era_slab_long <- GLODAP_basin_era_slab %>% 
              pivot_longer(cols = c(params_local$MLR_target , fitted, residuals),
                           names_to = "estimate",
                           values_to = "value"
              ) %>% 
              pivot_longer(cols = c(lat, lon, depth),
                           names_to = "coordinate_type",
                           values_to = "coordinate_value"
              )

             p_model_coordinate <- GLODAP_basin_era_slab_long %>%
              ggplot(aes(coordinate_value, value)) +
              geom_bin2d() +
              scale_fill_viridis_c() +
              labs(
                title = paste(
                  "era:",
                  i_era,
                  "| eras:",
                  i_eras,
                  "| basin:",
                  i_basin,
                  "| gamma slab:",
                  i_gamma_slab,
                  "| predictors:",
                  i_predictors
                )
              ) +
              facet_grid(estimate~coordinate_type,
                         scales = "free")

            ggsave(
              plot = p_model_coordinate,
              path = paste(path_version_figures, "eMLR_diagnostics", sep = ""),
              filename = paste(
                "Location_MLR_residuals",
                i_era,
                i_eras,
                i_basin,
                i_gamma_slab,
                i_predictors,
                "predictors.png",
                sep = "_"
              ),
              width = 14,
              height = 8
            )

            rm(p_model_coordinate)
            
          }
          
        }
        
      }
    }
  }
  
  rm(
    lm_best_plot,
    lm_best_basin_era_slab,
    i_rmse,
    GLODAP_basin_era,
    GLODAP_basin_era_slab,
    i_lm,
    lm_all_fitted,
    i_basin,
    i_era,
    i_gamma_slab,
    i_predictors,
    lm_all,
    i_aic,
    i_n_predictors,
    i_resid_max
  )
  
}

Individual residual plots of the MLR models for each basin, era, eras and neutral density (gamma) slab are available at:

/nfs/kryo/work/jenmueller/emlr_cant/model/v_XXX/figures/eMLR_diagnostics/

5.7 Cant coeffcients

A data frame of coefficient offsets is prepared to facilitate the direct mapping of Cant.

# pivot long format
lm_best_long <- lm_best_target %>%
  pivot_longer(cols = starts_with("coeff_"),
               names_to = "term",
               values_to = "estimate",
               names_prefix = "coeff_")

# subtract coefficients of adjacent era
lm_best_long <- lm_best_long %>%
  arrange(era) %>%
  group_by(basin, gamma_slab, eras, model, term) %>%
  mutate(delta_coeff = estimate - lag(estimate)) %>%
  ungroup() %>%
  arrange(basin, gamma_slab, model, term, eras) %>%
  drop_na() %>%
  select(-c(era,estimate))

# pivot back to wide format
lm_best_cant <- lm_best_long %>%
  pivot_wider(values_from = delta_coeff,
              names_from = term,
              names_prefix = "delta_coeff_",
              values_fill = 0)

5.8 Write files

lm_best_target %>%
  select(
    basin,
    gamma_slab,
    model,
    eras,
    era,
    starts_with("coeff_")
  ) %>%
  write_csv(paste(path_version_data,
                  "lm_best_target.csv",
                  sep = ""))

lm_best_cant %>%
  select(
    basin,
    gamma_slab,
    model,
    eras,
    starts_with("delta_coeff_")
  ) %>%
  write_csv(paste(path_version_data,
                  "lm_best_cant.csv",
                  sep = ""))

lm_best %>%
  write_csv(paste(path_version_data,
                  "lm_best.csv",
                  sep = ""))

6 Model diagnotics

6.1 Selection criterion vs predictors

The selection criterion (rmse) was plotted against the number of predictors (limited to 2 - 5).

6.1.1 All models

if (params_local$MLR_criterion != "rank") {
lm_all_fitted_wide %>%
  ggplot(aes(as.factor(n_predictors),
             !!sym(params_local$MLR_criterion),
             col = basin)) +
  geom_hline(yintercept = 10) +
  geom_boxplot() +
  facet_grid(gamma_slab~era) +
  scale_color_brewer(palette = "Set1") +
  labs(x="Number of predictors")
}

6.1.2 Best models

if (params_local$MLR_criterion != "rank") {
lm_best_target %>%
  ggplot(aes("",
             !!sym(params_local$MLR_criterion),
             col = basin)) +
  geom_hline(yintercept = 10) +
  geom_boxplot() +
  facet_grid(gamma_slab~era) +
  scale_color_brewer(palette = "Set1") +
  labs(x="Number of predictors pooled")
}

6.2 RMSE correlation between eras

RMSE was plotted to compare the agreement for one model applied to two adjacent eras (ie check whether the same predictor combination performs equal in both eras).

6.2.1 All models

# find max rmse to scale axis
max_rmse <-
  max(c(lm_all_fitted_wide_eras$rmse,
        lm_all_fitted_wide_eras$rmse_sum - lm_all_fitted_wide_eras$rmse))

lm_all_fitted_wide_eras %>%
  ggplot(aes(rmse, rmse_sum - rmse, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  coord_equal(xlim = c(0,max_rmse),
              ylim = c(0,max_rmse)) +
  facet_grid(eras ~ basin)

Version Author Date
cceae84 Donghe-Zhu 2021-08-18
1cdb694 Donghe-Zhu 2021-08-18
9b7a798 Donghe-Zhu 2021-08-06
90f70da Donghe-Zhu 2021-08-06
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da818c0 Donghe-Zhu 2021-07-27
8623898 Donghe-Zhu 2021-07-27
f84b77c Donghe-Zhu 2021-07-27
70ad9a5 Donghe-Zhu 2021-07-27
0d0b48d Donghe-Zhu 2021-07-27
d0d97c6 Donghe-Zhu 2021-07-27
829510d Donghe-Zhu 2021-07-27
780627d Donghe-Zhu 2021-07-27
e9838c9 Donghe-Zhu 2021-07-27
2777f33 Donghe-Zhu 2021-07-27
d19760f Donghe-Zhu 2021-07-27
cac5680 Donghe-Zhu 2021-07-23
7bb279a Donghe-Zhu 2021-07-23
d52eac4 Donghe-Zhu 2021-07-23
dcf34b1 Donghe-Zhu 2021-07-23
419cb72 Donghe-Zhu 2021-07-22
9447d10 Donghe-Zhu 2021-07-22
639c9a0 Donghe-Zhu 2021-07-22
25bb96f Donghe-Zhu 2021-07-22
cdc98a3 Donghe-Zhu 2021-07-22
e4805a1 Donghe-Zhu 2021-07-22
7957fd1 Donghe-Zhu 2021-07-21
b94be4e Donghe-Zhu 2021-07-21
9950e70 Donghe-Zhu 2021-07-21
698b6f0 Donghe-Zhu 2021-07-20
d84a1cb Donghe-Zhu 2021-07-20
4dce223 Donghe-Zhu 2021-07-20
6f28c0c Donghe-Zhu 2021-07-20
db1e7b7 Donghe-Zhu 2021-07-19
ff0575d Donghe-Zhu 2021-07-19
5d60eac Donghe-Zhu 2021-07-19
57d0420 Donghe-Zhu 2021-07-16
c1be8f6 Donghe-Zhu 2021-07-16
26a7c15 Donghe-Zhu 2021-07-16
046902b Donghe-Zhu 2021-07-16
3d4ac14 Donghe-Zhu 2021-07-15
be6fff9 Donghe-Zhu 2021-07-15
b473472 Donghe-Zhu 2021-07-15
363270a Donghe-Zhu 2021-07-15
8b75a03 Donghe-Zhu 2021-07-15
a01e135 Donghe-Zhu 2021-07-07
bc83ef2 Donghe-Zhu 2021-07-07
75e7b07 Donghe-Zhu 2021-07-06
697aa6d Donghe-Zhu 2021-07-06
d52e2de Donghe-Zhu 2021-07-06
f2bde6b Donghe-Zhu 2021-07-06
1133f28 Donghe-Zhu 2021-07-06
fe3a1cd Donghe-Zhu 2021-07-06
d9cdf15 Donghe-Zhu 2021-07-06
ee4cd2d Donghe-Zhu 2021-07-06
93821c1 Donghe-Zhu 2021-07-05
d44db8e Donghe-Zhu 2021-07-05
20b3436 Donghe-Zhu 2021-07-05
d982ea5 Donghe-Zhu 2021-07-05
7397e53 Donghe-Zhu 2021-07-05
f2e4805 Donghe-Zhu 2021-07-05
e2d011a Donghe-Zhu 2021-07-05
85e0349 Donghe-Zhu 2021-07-05
6ee0146 Donghe-Zhu 2021-07-05
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
02b976d Donghe-Zhu 2021-02-24
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.2.2 Best models

# find max rmse to scale axis
max_rmse <-
  max(c(lm_best$rmse,
        lm_best$rmse_sum - lm_best$rmse))

lm_best %>%
  ggplot(aes(rmse, rmse_sum - rmse, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  coord_equal(xlim = c(0,max_rmse),
              ylim = c(0,max_rmse)) +
  facet_grid(eras ~ basin)

Version Author Date
cceae84 Donghe-Zhu 2021-08-18
1cdb694 Donghe-Zhu 2021-08-18
9b7a798 Donghe-Zhu 2021-08-06
90f70da Donghe-Zhu 2021-08-06
496fa02 Donghe-Zhu 2021-08-05
19ecfe2 Donghe-Zhu 2021-08-05
3253031 Donghe-Zhu 2021-08-05
6c70952 Donghe-Zhu 2021-08-01
2666bd7 Donghe-Zhu 2021-08-01
e51cfa2 Donghe-Zhu 2021-08-01
78cbc18 Donghe-Zhu 2021-08-01
c55d4d7 Donghe-Zhu 2021-08-01
26741db Donghe-Zhu 2021-08-01
ca539b5 Donghe-Zhu 2021-08-01
1e98138 Donghe-Zhu 2021-08-01
777b9e9 Donghe-Zhu 2021-08-01
b110c47 Donghe-Zhu 2021-08-01
3611a48 Donghe-Zhu 2021-08-01
af832ef Donghe-Zhu 2021-07-31
016f9ed Donghe-Zhu 2021-07-31
2080ac5 Donghe-Zhu 2021-07-31
50f0a16 Donghe-Zhu 2021-07-31
1682579 Donghe-Zhu 2021-07-31
9fa8832 Donghe-Zhu 2021-07-31
4abf542 Donghe-Zhu 2021-07-31
a2483f0 Donghe-Zhu 2021-07-31
3300527 Donghe-Zhu 2021-07-31
afeb6fd Donghe-Zhu 2021-07-31
cb3ef32 Donghe-Zhu 2021-07-31
6528618 Donghe-Zhu 2021-07-31
f50925e Donghe-Zhu 2021-07-31
f4de2f3 Donghe-Zhu 2021-07-30
43bc7b4 Donghe-Zhu 2021-07-30
f8c34a8 Donghe-Zhu 2021-07-30
4f897c4 Donghe-Zhu 2021-07-30
0f6e960 Donghe-Zhu 2021-07-30
fe067ea Donghe-Zhu 2021-07-30
fbca39a Donghe-Zhu 2021-07-30
f945f95 Donghe-Zhu 2021-07-30
a3006cd Donghe-Zhu 2021-07-30
a55ffdc Donghe-Zhu 2021-07-30
d5e4458 Donghe-Zhu 2021-07-30
10a97ef Donghe-Zhu 2021-07-30
1c501fd Donghe-Zhu 2021-07-30
68bce3f Donghe-Zhu 2021-07-30
400c457 Donghe-Zhu 2021-07-29
3ba7852 Donghe-Zhu 2021-07-29
ec68363 Donghe-Zhu 2021-07-28
d3018f6 Donghe-Zhu 2021-07-28
b8ba2c4 Donghe-Zhu 2021-07-28
a4ddd84 Donghe-Zhu 2021-07-27
7ef49ab Donghe-Zhu 2021-07-27
da818c0 Donghe-Zhu 2021-07-27
8623898 Donghe-Zhu 2021-07-27
f84b77c Donghe-Zhu 2021-07-27
70ad9a5 Donghe-Zhu 2021-07-27
0d0b48d Donghe-Zhu 2021-07-27
d0d97c6 Donghe-Zhu 2021-07-27
829510d Donghe-Zhu 2021-07-27
780627d Donghe-Zhu 2021-07-27
e9838c9 Donghe-Zhu 2021-07-27
2777f33 Donghe-Zhu 2021-07-27
d19760f Donghe-Zhu 2021-07-27
cac5680 Donghe-Zhu 2021-07-23
7bb279a Donghe-Zhu 2021-07-23
d52eac4 Donghe-Zhu 2021-07-23
dcf34b1 Donghe-Zhu 2021-07-23
419cb72 Donghe-Zhu 2021-07-22
9447d10 Donghe-Zhu 2021-07-22
639c9a0 Donghe-Zhu 2021-07-22
25bb96f Donghe-Zhu 2021-07-22
cdc98a3 Donghe-Zhu 2021-07-22
e4805a1 Donghe-Zhu 2021-07-22
7957fd1 Donghe-Zhu 2021-07-21
b94be4e Donghe-Zhu 2021-07-21
9950e70 Donghe-Zhu 2021-07-21
698b6f0 Donghe-Zhu 2021-07-20
d84a1cb Donghe-Zhu 2021-07-20
4dce223 Donghe-Zhu 2021-07-20
6f28c0c Donghe-Zhu 2021-07-20
db1e7b7 Donghe-Zhu 2021-07-19
ff0575d Donghe-Zhu 2021-07-19
5d60eac Donghe-Zhu 2021-07-19
57d0420 Donghe-Zhu 2021-07-16
c1be8f6 Donghe-Zhu 2021-07-16
26a7c15 Donghe-Zhu 2021-07-16
046902b Donghe-Zhu 2021-07-16
3d4ac14 Donghe-Zhu 2021-07-15
be6fff9 Donghe-Zhu 2021-07-15
b473472 Donghe-Zhu 2021-07-15
363270a Donghe-Zhu 2021-07-15
8b75a03 Donghe-Zhu 2021-07-15
a01e135 Donghe-Zhu 2021-07-07
bc83ef2 Donghe-Zhu 2021-07-07
75e7b07 Donghe-Zhu 2021-07-06
697aa6d Donghe-Zhu 2021-07-06
d52e2de Donghe-Zhu 2021-07-06
f2bde6b Donghe-Zhu 2021-07-06
1133f28 Donghe-Zhu 2021-07-06
fe3a1cd Donghe-Zhu 2021-07-06
d9cdf15 Donghe-Zhu 2021-07-06
ee4cd2d Donghe-Zhu 2021-07-06
93821c1 Donghe-Zhu 2021-07-05
d44db8e Donghe-Zhu 2021-07-05
20b3436 Donghe-Zhu 2021-07-05
d982ea5 Donghe-Zhu 2021-07-05
7397e53 Donghe-Zhu 2021-07-05
f2e4805 Donghe-Zhu 2021-07-05
e2d011a Donghe-Zhu 2021-07-05
85e0349 Donghe-Zhu 2021-07-05
6ee0146 Donghe-Zhu 2021-07-05
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
4168b43 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
fd528ed Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
60689fb Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c407a50 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
rm(max_rmse)

6.3 Predictor counts

The number of models where a particular predictor was included were counted for each basin, density slab and compared eras

# calculate cases of predictor used
lm_all_stats <- lm_best_long %>% 
  filter(term != "(Intercept)",
         delta_coeff != 0) %>% 
  group_by(basin, eras, gamma_slab) %>% 
  count(term) %>% 
  ungroup() %>% 
  pivot_wider(values_from = n,
              names_from = term,
              values_fill = 0)

# print table
lm_all_stats %>%
  gt(rowname_col = "gamma_slab",
     groupname_col = c("basin", "eras")) %>% 
  summary_rows(
    groups = TRUE,
    fns = list(total = "sum")
  )
aou nitrate phosphate phosphate_star sal silicate temp
Atlantic - 1982-1999 --> 2000-2009
(-Inf,26] 6 4 6 5 10 9 8
(26,26.5] 7 6 6 7 10 6 8
(26.5,26.75] 7 5 7 6 6 9 8
(26.75,27] 8 4 7 7 3 10 8
(27,27.25] 7 5 7 6 7 10 7
(27.25,27.5] 7 10 5 6 4 5 10
(27.5,27.75] 5 2 5 8 10 6 9
(27.75,27.85] 6 3 5 5 10 8 8
(27.85,27.95] 5 2 5 7 10 6 9
(27.95,28.05] 4 4 4 8 8 5 10
(28.05,28.1] 4 2 4 8 10 5 10
(28.1,28.15] 6 2 6 6 6 7 10
(28.15,28.2] 9 9 4 5 4 5 8
(28.2, Inf] 9 10 3 4 10 3 5
total 90.00 68.00 74.00 88.00 108.00 94.00 118.00
Atlantic - 2000-2009 --> 2010-2019
(-Inf,26] 6 5 6 6 10 9 7
(26,26.5] 8 6 6 6 10 5 8
(26.5,26.75] 6 7 7 7 6 6 10
(26.75,27] 8 5 8 6 4 10 7
(27,27.25] 8 5 6 6 8 10 6
(27.25,27.5] 7 9 4 6 8 8 7
(27.5,27.75] 7 6 7 6 10 6 7
(27.75,27.85] 5 4 4 6 10 10 6
(27.85,27.95] 7 4 4 5 10 9 7
(27.95,28.05] 4 2 4 8 10 5 10
(28.05,28.1] 5 3 4 7 10 6 10
(28.1,28.15] 5 3 4 7 10 6 10
(28.15,28.2] 8 9 3 4 5 5 9
(28.2, Inf] 10 10 2 4 9 4 5
total 94.00 78.00 69.00 84.00 120.00 99.00 109.00
Indian - 1982-1999 --> 2000-2009
(-Inf,26] 6 4 6 7 10 4 10
(26,26.5] 6 4 6 7 4 10 10
(26.5,26.75] 4 5 5 8 5 10 10
(26.75,27] 5 5 4 8 5 10 10
(27,27.25] 4 10 5 8 5 5 10
(27.25,27.5] 4 10 5 8 5 4 10
(27.5,27.75] 4 10 4 9 4 4 10
(27.75,27.85] 4 1 5 8 7 10 7
(27.85,27.95] 3 2 3 8 10 10 6
(27.95,28.05] 2 4 4 9 10 10 5
(28.05,28.1] 5 8 3 6 6 5 9
(28.1,28.2] 9 10 4 3 5 3 10
(28.2,28.3] 8 10 5 5 5 4 10
(28.3, Inf] 7 4 7 7 3 10 9
total 71.00 87.00 66.00 101.00 84.00 99.00 126.00
Indian - 2000-2009 --> 2010-2019
(-Inf,26] 5 5 6 8 9 5 10
(26,26.5] 6 4 6 7 4 10 10
(26.5,26.75] 5 5 5 8 4 10 10
(26.75,27] 5 5 5 8 4 10 10
(27,27.25] 5 10 5 7 5 6 10
(27.25,27.5] 7 10 5 4 6 6 10
(27.5,27.75] 5 10 4 8 4 5 10
(27.75,27.85] 4 2 4 9 6 10 7
(27.85,27.95] 2 3 4 9 9 10 6
(27.95,28.05] 2 4 4 9 10 10 5
(28.05,28.1] 3 5 4 6 9 8 7
(28.1,28.2] 8 10 5 4 5 3 10
(28.2,28.3] 5 7 6 6 10 7 9
(28.3, Inf] 6 5 7 7 4 10 9
total 68.00 85.00 70.00 100.00 89.00 110.00 123.00
Pacific - 1982-1999 --> 2000-2009
(-Inf,26] 8 10 5 5 6 5 9
(26,26.5] 7 3 7 7 4 10 9
(26.5,26.75] 8 4 7 7 3 10 8
(26.75,27] 8 9 8 7 3 5 7
(27,27.25] 7 10 7 7 3 4 9
(27.25,27.5] 7 9 7 5 8 6 7
(27.5,27.75] 6 4 5 5 10 10 7
(27.75,27.85] 5 7 5 5 10 10 7
(27.85,27.95] 6 6 4 6 10 10 6
(27.95,28.05] 6 3 4 6 10 6 10
(28.05,28.1] 6 2 5 6 9 7 10
(28.1,28.2] 5 3 5 8 5 10 10
(28.2,28.3] 6 5 5 7 4 10 10
(28.3, Inf] 6 9 7 6 10 4 5
total 91.00 84.00 81.00 87.00 95.00 107.00 114.00
Pacific - 2000-2009 --> 2010-2019
(-Inf,26] 8 9 6 6 7 5 8
(26,26.5] 7 3 7 7 4 10 9
(26.5,26.75] 8 4 7 7 3 10 8
(26.75,27] 7 7 7 6 3 9 8
(27,27.25] 8 10 7 7 3 4 8
(27.25,27.5] 5 9 6 6 10 6 7
(27.5,27.75] 6 4 5 5 10 10 7
(27.75,27.85] 5 7 4 6 10 10 6
(27.85,27.95] 5 8 5 5 10 10 5
(27.95,28.05] 6 3 4 6 10 6 10
(28.05,28.1] 6 3 4 6 10 6 10
(28.1,28.2] 5 3 4 7 6 10 10
(28.2,28.3] 4 5 7 5 10 10 6
(28.3, Inf] 6 10 8 6 4 10 4
total 86.00 85.00 81.00 85.00 100.00 116.00 106.00

6.4 RMSE alternatives

AIC is an alternative criterion to RMSE to judge model quality, but not (yet) taken into account.

lm_all_fitted_wide_eras %>% 
  ggplot(aes(rmse, aic, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras~basin)

Version Author Date
cceae84 Donghe-Zhu 2021-08-18
1cdb694 Donghe-Zhu 2021-08-18
9b7a798 Donghe-Zhu 2021-08-06
90f70da Donghe-Zhu 2021-08-06
496fa02 Donghe-Zhu 2021-08-05
19ecfe2 Donghe-Zhu 2021-08-05
3253031 Donghe-Zhu 2021-08-05
6c70952 Donghe-Zhu 2021-08-01
2666bd7 Donghe-Zhu 2021-08-01
e51cfa2 Donghe-Zhu 2021-08-01
78cbc18 Donghe-Zhu 2021-08-01
c55d4d7 Donghe-Zhu 2021-08-01
26741db Donghe-Zhu 2021-08-01
ca539b5 Donghe-Zhu 2021-08-01
1e98138 Donghe-Zhu 2021-08-01
777b9e9 Donghe-Zhu 2021-08-01
b110c47 Donghe-Zhu 2021-08-01
3611a48 Donghe-Zhu 2021-08-01
af832ef Donghe-Zhu 2021-07-31
016f9ed Donghe-Zhu 2021-07-31
2080ac5 Donghe-Zhu 2021-07-31
50f0a16 Donghe-Zhu 2021-07-31
1682579 Donghe-Zhu 2021-07-31
9fa8832 Donghe-Zhu 2021-07-31
4abf542 Donghe-Zhu 2021-07-31
a2483f0 Donghe-Zhu 2021-07-31
3300527 Donghe-Zhu 2021-07-31
afeb6fd Donghe-Zhu 2021-07-31
cb3ef32 Donghe-Zhu 2021-07-31
6528618 Donghe-Zhu 2021-07-31
f50925e Donghe-Zhu 2021-07-31
f4de2f3 Donghe-Zhu 2021-07-30
43bc7b4 Donghe-Zhu 2021-07-30
f8c34a8 Donghe-Zhu 2021-07-30
4f897c4 Donghe-Zhu 2021-07-30
0f6e960 Donghe-Zhu 2021-07-30
fe067ea Donghe-Zhu 2021-07-30
fbca39a Donghe-Zhu 2021-07-30
f945f95 Donghe-Zhu 2021-07-30
a3006cd Donghe-Zhu 2021-07-30
a55ffdc Donghe-Zhu 2021-07-30
d5e4458 Donghe-Zhu 2021-07-30
10a97ef Donghe-Zhu 2021-07-30
1c501fd Donghe-Zhu 2021-07-30
68bce3f Donghe-Zhu 2021-07-30
400c457 Donghe-Zhu 2021-07-29
3ba7852 Donghe-Zhu 2021-07-29
ec68363 Donghe-Zhu 2021-07-28
d3018f6 Donghe-Zhu 2021-07-28
b8ba2c4 Donghe-Zhu 2021-07-28
a4ddd84 Donghe-Zhu 2021-07-27
7ef49ab Donghe-Zhu 2021-07-27
da818c0 Donghe-Zhu 2021-07-27
8623898 Donghe-Zhu 2021-07-27
f84b77c Donghe-Zhu 2021-07-27
70ad9a5 Donghe-Zhu 2021-07-27
0d0b48d Donghe-Zhu 2021-07-27
d0d97c6 Donghe-Zhu 2021-07-27
829510d Donghe-Zhu 2021-07-27
780627d Donghe-Zhu 2021-07-27
e9838c9 Donghe-Zhu 2021-07-27
2777f33 Donghe-Zhu 2021-07-27
d19760f Donghe-Zhu 2021-07-27
cac5680 Donghe-Zhu 2021-07-23
7bb279a Donghe-Zhu 2021-07-23
d52eac4 Donghe-Zhu 2021-07-23
dcf34b1 Donghe-Zhu 2021-07-23
419cb72 Donghe-Zhu 2021-07-22
9447d10 Donghe-Zhu 2021-07-22
639c9a0 Donghe-Zhu 2021-07-22
25bb96f Donghe-Zhu 2021-07-22
cdc98a3 Donghe-Zhu 2021-07-22
e4805a1 Donghe-Zhu 2021-07-22
7957fd1 Donghe-Zhu 2021-07-21
b94be4e Donghe-Zhu 2021-07-21
9950e70 Donghe-Zhu 2021-07-21
698b6f0 Donghe-Zhu 2021-07-20
d84a1cb Donghe-Zhu 2021-07-20
4dce223 Donghe-Zhu 2021-07-20
6f28c0c Donghe-Zhu 2021-07-20
db1e7b7 Donghe-Zhu 2021-07-19
ff0575d Donghe-Zhu 2021-07-19
5d60eac Donghe-Zhu 2021-07-19
57d0420 Donghe-Zhu 2021-07-16
c1be8f6 Donghe-Zhu 2021-07-16
26a7c15 Donghe-Zhu 2021-07-16
046902b Donghe-Zhu 2021-07-16
3d4ac14 Donghe-Zhu 2021-07-15
be6fff9 Donghe-Zhu 2021-07-15
b473472 Donghe-Zhu 2021-07-15
363270a Donghe-Zhu 2021-07-15
8b75a03 Donghe-Zhu 2021-07-15
a01e135 Donghe-Zhu 2021-07-07
bc83ef2 Donghe-Zhu 2021-07-07
75e7b07 Donghe-Zhu 2021-07-06
697aa6d Donghe-Zhu 2021-07-06
d52e2de Donghe-Zhu 2021-07-06
f2bde6b Donghe-Zhu 2021-07-06
1133f28 Donghe-Zhu 2021-07-06
fe3a1cd Donghe-Zhu 2021-07-06
d9cdf15 Donghe-Zhu 2021-07-06
ee4cd2d Donghe-Zhu 2021-07-06
93821c1 Donghe-Zhu 2021-07-05
d44db8e Donghe-Zhu 2021-07-05
20b3436 Donghe-Zhu 2021-07-05
d982ea5 Donghe-Zhu 2021-07-05
7397e53 Donghe-Zhu 2021-07-05
f2e4805 Donghe-Zhu 2021-07-05
e2d011a Donghe-Zhu 2021-07-05
85e0349 Donghe-Zhu 2021-07-05
6ee0146 Donghe-Zhu 2021-07-05
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
02b976d Donghe-Zhu 2021-02-24
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 
lm_best %>% 
  ggplot(aes(rmse, aic, col = gamma_slab)) +
  geom_point() +
  scale_color_viridis_d() +
  facet_grid(eras~basin)

Version Author Date
cceae84 Donghe-Zhu 2021-08-18
1cdb694 Donghe-Zhu 2021-08-18
9b7a798 Donghe-Zhu 2021-08-06
90f70da Donghe-Zhu 2021-08-06
496fa02 Donghe-Zhu 2021-08-05
19ecfe2 Donghe-Zhu 2021-08-05
3253031 Donghe-Zhu 2021-08-05
6c70952 Donghe-Zhu 2021-08-01
2666bd7 Donghe-Zhu 2021-08-01
e51cfa2 Donghe-Zhu 2021-08-01
78cbc18 Donghe-Zhu 2021-08-01
c55d4d7 Donghe-Zhu 2021-08-01
26741db Donghe-Zhu 2021-08-01
ca539b5 Donghe-Zhu 2021-08-01
1e98138 Donghe-Zhu 2021-08-01
777b9e9 Donghe-Zhu 2021-08-01
b110c47 Donghe-Zhu 2021-08-01
3611a48 Donghe-Zhu 2021-08-01
af832ef Donghe-Zhu 2021-07-31
016f9ed Donghe-Zhu 2021-07-31
2080ac5 Donghe-Zhu 2021-07-31
50f0a16 Donghe-Zhu 2021-07-31
1682579 Donghe-Zhu 2021-07-31
9fa8832 Donghe-Zhu 2021-07-31
4abf542 Donghe-Zhu 2021-07-31
a2483f0 Donghe-Zhu 2021-07-31
3300527 Donghe-Zhu 2021-07-31
afeb6fd Donghe-Zhu 2021-07-31
cb3ef32 Donghe-Zhu 2021-07-31
6528618 Donghe-Zhu 2021-07-31
f50925e Donghe-Zhu 2021-07-31
f4de2f3 Donghe-Zhu 2021-07-30
43bc7b4 Donghe-Zhu 2021-07-30
f8c34a8 Donghe-Zhu 2021-07-30
4f897c4 Donghe-Zhu 2021-07-30
0f6e960 Donghe-Zhu 2021-07-30
fe067ea Donghe-Zhu 2021-07-30
fbca39a Donghe-Zhu 2021-07-30
f945f95 Donghe-Zhu 2021-07-30
a3006cd Donghe-Zhu 2021-07-30
a55ffdc Donghe-Zhu 2021-07-30
d5e4458 Donghe-Zhu 2021-07-30
10a97ef Donghe-Zhu 2021-07-30
1c501fd Donghe-Zhu 2021-07-30
68bce3f Donghe-Zhu 2021-07-30
400c457 Donghe-Zhu 2021-07-29
3ba7852 Donghe-Zhu 2021-07-29
ec68363 Donghe-Zhu 2021-07-28
d3018f6 Donghe-Zhu 2021-07-28
b8ba2c4 Donghe-Zhu 2021-07-28
a4ddd84 Donghe-Zhu 2021-07-27
7ef49ab Donghe-Zhu 2021-07-27
da818c0 Donghe-Zhu 2021-07-27
8623898 Donghe-Zhu 2021-07-27
f84b77c Donghe-Zhu 2021-07-27
70ad9a5 Donghe-Zhu 2021-07-27
0d0b48d Donghe-Zhu 2021-07-27
d0d97c6 Donghe-Zhu 2021-07-27
829510d Donghe-Zhu 2021-07-27
780627d Donghe-Zhu 2021-07-27
e9838c9 Donghe-Zhu 2021-07-27
2777f33 Donghe-Zhu 2021-07-27
d19760f Donghe-Zhu 2021-07-27
cac5680 Donghe-Zhu 2021-07-23
7bb279a Donghe-Zhu 2021-07-23
d52eac4 Donghe-Zhu 2021-07-23
dcf34b1 Donghe-Zhu 2021-07-23
419cb72 Donghe-Zhu 2021-07-22
9447d10 Donghe-Zhu 2021-07-22
639c9a0 Donghe-Zhu 2021-07-22
25bb96f Donghe-Zhu 2021-07-22
cdc98a3 Donghe-Zhu 2021-07-22
e4805a1 Donghe-Zhu 2021-07-22
7957fd1 Donghe-Zhu 2021-07-21
b94be4e Donghe-Zhu 2021-07-21
9950e70 Donghe-Zhu 2021-07-21
698b6f0 Donghe-Zhu 2021-07-20
d84a1cb Donghe-Zhu 2021-07-20
4dce223 Donghe-Zhu 2021-07-20
6f28c0c Donghe-Zhu 2021-07-20
db1e7b7 Donghe-Zhu 2021-07-19
ff0575d Donghe-Zhu 2021-07-19
5d60eac Donghe-Zhu 2021-07-19
57d0420 Donghe-Zhu 2021-07-16
c1be8f6 Donghe-Zhu 2021-07-16
26a7c15 Donghe-Zhu 2021-07-16
046902b Donghe-Zhu 2021-07-16
3d4ac14 Donghe-Zhu 2021-07-15
be6fff9 Donghe-Zhu 2021-07-15
b473472 Donghe-Zhu 2021-07-15
363270a Donghe-Zhu 2021-07-15
8b75a03 Donghe-Zhu 2021-07-15
a01e135 Donghe-Zhu 2021-07-07
bc83ef2 Donghe-Zhu 2021-07-07
75e7b07 Donghe-Zhu 2021-07-06
697aa6d Donghe-Zhu 2021-07-06
d52e2de Donghe-Zhu 2021-07-06
f2bde6b Donghe-Zhu 2021-07-06
1133f28 Donghe-Zhu 2021-07-06
fe3a1cd Donghe-Zhu 2021-07-06
d9cdf15 Donghe-Zhu 2021-07-06
ee4cd2d Donghe-Zhu 2021-07-06
93821c1 Donghe-Zhu 2021-07-05
d44db8e Donghe-Zhu 2021-07-05
20b3436 Donghe-Zhu 2021-07-05
d982ea5 Donghe-Zhu 2021-07-05
7397e53 Donghe-Zhu 2021-07-05
f2e4805 Donghe-Zhu 2021-07-05
e2d011a Donghe-Zhu 2021-07-05
85e0349 Donghe-Zhu 2021-07-05
6ee0146 Donghe-Zhu 2021-07-05
a482a6b Donghe-Zhu 2021-07-05
f59f1b3 Donghe-Zhu 2021-07-05
116bcab Donghe-Zhu 2021-07-04
cb1c8dc Donghe-Zhu 2021-07-04
c9bdd83 Donghe-Zhu 2021-07-04
1920ad9 Donghe-Zhu 2021-07-04
0b02791 Donghe-Zhu 2021-06-25
caf62d8 Donghe-Zhu 2021-06-25
90a9da5 Donghe-Zhu 2021-06-25
bb413c8 Donghe-Zhu 2021-06-25
e7a5266 Donghe-Zhu 2021-06-24
7c57720 Donghe-Zhu 2021-06-24
b5b95a9 Donghe-Zhu 2021-06-24
472aad4 Donghe-Zhu 2021-06-24
d517836 Donghe-Zhu 2021-06-24
9221bfe Donghe-Zhu 2021-06-24
bff5fbf Donghe-Zhu 2021-06-23
256a616 Donghe-Zhu 2021-06-23
00072e2 Donghe-Zhu 2021-06-23
7431530 Donghe-Zhu 2021-06-20
d20c383 Donghe-Zhu 2021-06-18
b0874a2 Donghe-Zhu 2021-06-17
72c2f2e Donghe-Zhu 2021-06-15
d97dcb6 Donghe-Zhu 2021-06-08
25dda1d Donghe-Zhu 2021-06-08
bd2bcc3 Donghe-Zhu 2021-06-08
e9b27d7 Donghe-Zhu 2021-06-07
7ae0d4b Donghe-Zhu 2021-06-07
325391f Donghe-Zhu 2021-06-07
ed89970 Donghe-Zhu 2021-06-07
df37958 Donghe-Zhu 2021-06-07
812bf63 Donghe-Zhu 2021-06-06
65c89c8 Donghe-Zhu 2021-06-06
9baa3b2 Donghe-Zhu 2021-06-06
b7d99cf Donghe-Zhu 2021-06-06
5d8fa90 Donghe-Zhu 2021-06-06
dbe2a95 Donghe-Zhu 2021-05-28
d50b039 Donghe-Zhu 2021-05-28
441ebe5 Donghe-Zhu 2021-05-28
6262ad3 Donghe-Zhu 2021-05-28
a61aa77 Donghe-Zhu 2021-05-28
b8dbce4 Donghe-Zhu 2021-05-28
94a833e Donghe-Zhu 2021-05-27
5e0bd64 Donghe-Zhu 2021-05-27
af1eadd Donghe-Zhu 2021-05-27
9179bfe Donghe-Zhu 2021-05-27
28cbe5e Donghe-Zhu 2021-05-27
a618f02 Donghe-Zhu 2021-05-27
4623e38 Donghe-Zhu 2021-05-27
b81bb49 Donghe-Zhu 2021-05-27
951e188 Donghe-Zhu 2021-05-27
e377833 Donghe-Zhu 2021-05-26
2705a04 Donghe-Zhu 2021-03-28
cd5f759 Donghe-Zhu 2021-03-28
75dda4d Donghe-Zhu 2021-03-27
0b19f6e Donghe-Zhu 2021-03-27
e2704ca Donghe-Zhu 2021-03-27
3061a0b Donghe-Zhu 2021-03-27
b883157 Donghe-Zhu 2021-03-27
d19654d Donghe-Zhu 2021-03-26
6c53dbf Donghe-Zhu 2021-03-25
1914a11 Donghe-Zhu 2021-03-24
8be810e Donghe-Zhu 2021-03-23
bf19764 Donghe-Zhu 2021-03-22
3ec9d3d Donghe-Zhu 2021-03-22
134ace1 Donghe-Zhu 2021-03-22
f6d70a4 Donghe-Zhu 2021-03-22
183443b Donghe-Zhu 2021-03-21
2e6976b Donghe-Zhu 2021-03-21
51a42bd Donghe-Zhu 2021-03-16
f745381 Donghe-Zhu 2021-03-16
aecbf75 Donghe-Zhu 2021-03-14
1b2a0c2 Donghe-Zhu 2021-03-14
6733e48 Donghe-Zhu 2021-03-12
ba71e6a Donghe-Zhu 2021-03-12
9dbf5bd Donghe-Zhu 2021-03-11
a49df30 Donghe-Zhu 2021-03-11
b3348a5 Donghe-Zhu 2021-03-11
1c24ff7 Donghe-Zhu 2021-03-10
94ce5a8 Donghe-Zhu 2021-03-10
db33928 Donghe-Zhu 2021-03-10
3d1f470 Donghe-Zhu 2021-03-10
9b7bc66 Donghe-Zhu 2021-03-10
4168b43 Donghe-Zhu 2021-03-10
5365f80 Donghe-Zhu 2021-03-10
2b6c392 Donghe-Zhu 2021-03-10
9f58753 Donghe-Zhu 2021-03-10
fd528ed Donghe-Zhu 2021-03-10
9d5a62c Donghe-Zhu 2021-03-10
5d1e70b Donghe-Zhu 2021-03-10
2093979 Donghe-Zhu 2021-03-10
b865899 Donghe-Zhu 2021-03-10
cc2a956 Donghe-Zhu 2021-03-10
60689fb Donghe-Zhu 2021-03-10
dba33c8 Donghe-Zhu 2021-03-09
17f1c4a Donghe-Zhu 2021-03-09
c024d1a Donghe-Zhu 2021-03-09
02f7242 Donghe-Zhu 2021-03-09
6f50bc6 Donghe-Zhu 2021-03-09
1691156 Donghe-Zhu 2021-03-08
c0ceaf8 Donghe-Zhu 2021-03-08
058e0a1 Donghe-Zhu 2021-03-08
112dea0 Donghe-Zhu 2021-03-08
1843412 Donghe-Zhu 2021-03-08
3fbbfa4 Donghe-Zhu 2021-03-07
627c8fb Donghe-Zhu 2021-03-07
9ef3222 Donghe-Zhu 2021-03-05
8c1e978 Donghe-Zhu 2021-03-05
865f68c Donghe-Zhu 2021-03-05
ee69bc1 Donghe-Zhu 2021-03-05
a79291f Donghe-Zhu 2021-03-05
e8c6f30 Donghe-Zhu 2021-03-04
59288fe Donghe-Zhu 2021-03-04
731abc8 Donghe-Zhu 2021-03-04
e2a5a33 Donghe-Zhu 2021-03-04
c7892c1 Donghe-Zhu 2021-03-04
924430b Donghe-Zhu 2021-03-03
0d0bca1 Donghe-Zhu 2021-03-03
cb63c16 Donghe-Zhu 2021-03-03
ffda45a Donghe-Zhu 2021-03-03
691ba81 Donghe-Zhu 2021-03-03
c5e45a2 Donghe-Zhu 2021-03-03
89c3e58 Donghe-Zhu 2021-03-03
c407a50 Donghe-Zhu 2021-03-03
c911669 Donghe-Zhu 2021-03-03
b71c719 Donghe-Zhu 2021-03-01
13666ca Donghe-Zhu 2021-03-01
c6e60fe Donghe-Zhu 2021-03-01
7a388f7 Donghe-Zhu 2021-03-01
799e913 Donghe-Zhu 2021-03-01
66ff99f Donghe-Zhu 2021-03-01
ac9bb7a Donghe-Zhu 2021-02-28
efdc047 Donghe-Zhu 2021-02-28
e9a7418 Donghe-Zhu 2021-02-28
e152917 Donghe-Zhu 2021-02-28
287123c Donghe-Zhu 2021-02-27
54d5b5b Donghe-Zhu 2021-02-27
330f064 Donghe-Zhu 2021-02-27
adbc9bc Donghe-Zhu 2021-02-27
5937141 Donghe-Zhu 2021-02-27
4414bbf Donghe-Zhu 2021-02-27
a265efb Donghe-Zhu 2021-02-27
19edd1e Donghe-Zhu 2021-02-27
f20483f Donghe-Zhu 2021-02-26
6a2c7b3 Donghe-Zhu 2021-02-25
354c224 Donghe-Zhu 2021-02-24
1a0a88a Donghe-Zhu 2021-02-24
57f701e Donghe-Zhu 2021-02-24
06f3149 Donghe-Zhu 2021-02-16
401eab3 Donghe-Zhu 2021-02-15
e3bba84 Donghe-Zhu 2021-02-15
5dce4b1 Donghe-Zhu 2021-02-15
4469a0c Donghe-Zhu 2021-02-13
5ae6a69 Donghe-Zhu 2021-02-10
05385dc Donghe-Zhu 2021-02-10
f791ae4 Donghe-Zhu 2021-02-09
f71ae34 Donghe-Zhu 2021-02-09
c011832 Donghe-Zhu 2021-02-09
a145fa7 Donghe-Zhu 2021-02-09
c344e42 Donghe-Zhu 2021-02-08
2f095d7 Donghe-Zhu 2021-02-07
1fad5f1 Donghe-Zhu 2021-02-07
ca03c39 Donghe-Zhu 2021-02-07
e2ffc14 Donghe-Zhu 2021-02-05
cd7c52c Donghe-Zhu 2021-02-04
bcf84f4 Donghe-Zhu 2021-02-02
a518739 Donghe-Zhu 2021-02-01
61666de Donghe-Zhu 2021-01-31
865b582 Donghe-Zhu 2021-01-31
3e68089 Donghe-Zhu 2021-01-31
ecf335c Donghe-Zhu 2021-01-31
a618965 Donghe-Zhu 2021-01-31
59e006e Donghe-Zhu 2021-01-31
a1c8f87 Donghe-Zhu 2021-01-31
ae5c18f Donghe-Zhu 2021-01-31
b50fe52 Donghe-Zhu 2021-01-31
ac99ae5 jens-daniel-mueller 2021-01-29
b5bdcaf Donghe-Zhu 2021-01-29
442010d Donghe-Zhu 2021-01-29
372adf5 Donghe-Zhu 2021-01-29
af8788e Donghe-Zhu 2021-01-29
21c91c9 Donghe-Zhu 2021-01-29
eded038 Donghe-Zhu 2021-01-29
541d4dd Donghe-Zhu 2021-01-29
6a75576 Donghe-Zhu 2021-01-28
16fba40 Donghe-Zhu 2021-01-28
12bc567 Donghe-Zhu 2021-01-27
ceed31b Donghe-Zhu 2021-01-27
342402d Donghe-Zhu 2021-01-27
5bad5c2 Donghe-Zhu 2021-01-27
61efb56 Donghe-Zhu 2021-01-25
48f638e Donghe-Zhu 2021-01-25
c1cec47 Donghe-Zhu 2021-01-25
05ffb0c Donghe-Zhu 2021-01-25
8b97165 Donghe-Zhu 2021-01-25
c569946 Donghe-Zhu 2021-01-24
a2f0d56 Donghe-Zhu 2021-01-23
28509fc Donghe-Zhu 2021-01-23
4c28e4a Donghe-Zhu 2021-01-22
24cc264 jens-daniel-mueller 2021-01-22
7891955 Donghe-Zhu 2021-01-21
d4cf1cb Donghe-Zhu 2021-01-21
1f3e5b6 jens-daniel-mueller 2021-01-20
0e7bdf1 jens-daniel-mueller 2021-01-15
4571843 jens-daniel-mueller 2021-01-14
b3564aa jens-daniel-mueller 2021-01-14
8d032c3 jens-daniel-mueller 2021-01-14
17dee1d jens-daniel-mueller 2021-01-13
7cdea0c jens-daniel-mueller 2021-01-06
fa85b93 jens-daniel-mueller 2021-01-06
e5cb81a Donghe-Zhu 2021-01-05
a499f10 Donghe-Zhu 2021-01-05
fb8a752 Donghe-Zhu 2020-12-23
8fae0b2 Donghe-Zhu 2020-12-21
c8b76b3 jens-daniel-mueller 2020-12-19 

sessionInfo()
R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.2

Matrix products: default
BLAS:   /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/lib64/R/lib/libRlapack.so

locale:
 [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C              
 [3] LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8    
 [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
 [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
 [9] LC_ADDRESS=C               LC_TELEPHONE=C            
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
 [1] car_3.0-10       carData_3.0-4    gt_0.2.2         corrr_0.4.3     
 [5] broom_0.7.5      kableExtra_1.3.1 knitr_1.33       olsrr_0.5.3     
 [9] GGally_2.0.0     lubridate_1.7.9  ggforce_0.3.3    metR_0.9.0      
[13] scico_1.2.0      patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0   
[17] stringr_1.4.0    dplyr_1.0.5      purrr_0.3.4      readr_1.4.0     
[21] tidyr_1.1.3      tibble_3.1.3     ggplot2_3.3.3    tidyverse_1.3.0 
[25] workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         utf8_1.1.4               R6_2.5.0                
[10] nortest_1.0-4            DBI_1.1.0                colorspace_2.0-0        
[13] withr_2.3.0              gridExtra_2.3            tidyselect_1.1.0        
[16] curl_4.3                 compiler_4.0.3           git2r_0.27.1            
[19] cli_2.2.0                rvest_0.3.6              xml2_1.3.2              
[22] sass_0.2.0               labeling_0.4.2           scales_1.1.1            
[25] checkmate_2.0.0          goftest_1.2-2            digest_0.6.27           
[28] foreign_0.8-80           rmarkdown_2.10           rio_0.5.16              
[31] pkgconfig_2.0.3          htmltools_0.5.0          highr_0.8               
[34] dbplyr_1.4.4             rlang_0.4.10             readxl_1.3.1            
[37] rstudioapi_0.13          farver_2.0.3             generics_0.1.0          
[40] jsonlite_1.7.2           zip_2.1.1                magrittr_2.0.1          
[43] Matrix_1.2-18            Rcpp_1.0.5               munsell_0.5.0           
[46] fansi_0.4.1              abind_1.4-5              lifecycle_1.0.0         
[49] stringi_1.5.3            whisker_0.4              yaml_2.2.1              
[52] MASS_7.3-53              plyr_1.8.6               grid_4.0.3              
[55] blob_1.2.1               parallel_4.0.3           promises_1.1.1          
[58] crayon_1.3.4             lattice_0.20-41          haven_2.3.1             
[61] hms_0.5.3                pillar_1.6.2             reprex_0.3.0            
[64] glue_1.4.2               evaluate_0.14            RcppArmadillo_0.10.1.2.2
[67] data.table_1.13.6        modelr_0.1.8             vctrs_0.3.8             
[70] tweenr_1.0.2             httpuv_1.5.4             cellranger_1.1.0        
[73] gtable_0.3.0             polyclip_1.10-0          reshape_0.8.8           
[76] assertthat_0.2.1         openxlsx_4.2.3           xfun_0.25               
[79] RcppEigen_0.3.3.9.1      later_1.2.0              viridisLite_0.3.0       
[82] ellipsis_0.3.2           here_1.0.1